{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# EEG Complexity Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this example, we are going to apply **complexity analysis** to EEG data. Useful reads include:\n",
    "\n",
    "- [List of complexity indices available in NeuroKit](https://neuropsychology.github.io/NeuroKit/functions/complexity.html) \n",
    "- [EEG Complexity review (Lau et al., 2022)](https://onlinelibrary.wiley.com/doi/10.1111/ejn.15800)\n",
    "- [What complexity indices to select (Makowski et al., 2022)](https://www.mdpi.com/1099-4300/24/8/1036)\n",
    "\n",
    "This example below can be referenced by [citing the package](https://github.com/neuropsychology/NeuroKit#citation)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load packages\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import scipy.stats\n",
    "import mne\n",
    "import neurokit2 as nk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "tags": [
     "remove-input"
    ]
   },
   "outputs": [],
   "source": [
    "# Note: this cell is hidden using the \"remove-input\" tag\n",
    "# Make bigger images\n",
    "plt.rcParams['figure.figsize'] = [15, 5]  \n",
    "plt.rcParams['font.size']= 14"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Preprocessing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load and format the EEG data of one participant following this [MNE example](https://mne.tools/dev/auto_tutorials/evoked/30_eeg_erp.html).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load raw EEG data\n",
    "raw = nk.data(\"eeg_1min_200hz\")\n",
    "\n",
    "# Find events and map them to a condition (for event-related analysis)\n",
    "events = mne.find_events(raw, stim_channel='STI 014', verbose=False)\n",
    "event_dict = {'auditory/left': 1, 'auditory/right': 2, 'visual/left': 3,\n",
    "              'visual/right': 4, 'face': 5, 'buttonpress': 32}\n",
    "\n",
    "# Select only relevant channels\n",
    "raw = raw.pick('eeg', verbose=False)\n",
    "\n",
    "# Store sampling rate\n",
    "sampling_rate = raw.info[\"sfreq\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "raw = raw.filter(l_freq=0.1, h_freq=40,verbose=False)\n",
    "fig = raw.plot_sensors(show_names=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interval-related Complexity Analysis\n",
    "\n",
    "This type of analysis is suited for when we don't have time-locked \"events\", and we want to compute the complexity over the whole signal (e.g., in [**resting-state paradigms**](https://github.com/RealityBending/RestingState)).\n",
    "\n",
    "We will first extract the signal at a subset of channels of interest (region of interest, ROI). We will pick 4 fronto-central channels, namely *EEG 011-014*, as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Channels of interest\n",
    "channels = [\"EEG 011\", \"EEG 012\", \"EEG 013\", \"EEG 014\"]\n",
    "# channels = [\"EEG 0\" + str(i) for i in range(11, 15)]  # Alternative\n",
    "\n",
    "# Extract channel, convert to array, and average the channels\n",
    "signal = raw.pick_channels(channels).get_data().mean(axis = 0)\n",
    "\n",
    "nk.signal_plot(signal, sampling_rate=sampling_rate)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we can compute the complexity metrics of this signal.\n",
    "\n",
    "Note that most complexity indices require some parameters to be specified, such as the [**delay**](https://neuropsychology.github.io/NeuroKit/functions/complexity.html#complexity-delay) or [**embedding dimension**](https://neuropsychology.github.io/NeuroKit/functions/complexity.html#complexity-dimension). We will used a dimension of 3 and a delay of 27 ms, that we need to convert into a number of samples (which depends on the sampling rate)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "delay = int(27 / (1000 / sampling_rate))  # 27 is the delay in milliseconds"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's now compute the SVD Entropy of the signal. Importantly, note that there are **a huge amount** of possible indices to use (see what's available in NeuroKit [**here**](https://neuropsychology.github.io/NeuroKit/functions/complexity.html#))."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SVDEn score: 1.22\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Note that for the example we cropped the signal to cut computation time\n",
    "svden, info = nk.entropy_svd(signal[0:500], delay=delay, dimension=3, show=True)\n",
    "\n",
    "print(f\"SVDEn score: {svden:.2f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Event-related Complexity Analysis\n",
    "\n",
    "### Event-related Preprocessing (Epoching)\n",
    "\n",
    "We will now create **epochs** around each event, and reject some based on extreme values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "epochs = mne.Epochs(raw, \n",
    "                    events, \n",
    "                    event_id=event_dict, \n",
    "                    tmin=-0.3, \n",
    "                    tmax=0.7, \n",
    "                    preload=True, \n",
    "                    verbose=False)\n",
    "\n",
    "# Reject epochs by providing maximum peak-to-peak signal value thresholds\n",
    "epochs = epochs.drop_bad(reject= dict(eeg=100e-6), verbose=False)  # 100 µV"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can visualize the averaged events for each channel of interest as follows: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No projector specified for this dataset. Please consider the method self.add_proj.\n"
     ]
    },
    {
     "data": {
      "image/png": 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JyCysLNE5WCkFLgG+UVWzQ3coWuB7MUdEFmOJyEKsa34Rlgh9sPrxRCQG67vxax0W049FxIUV4JyFNavrUqx4o/pch0OBXwPn9A9W4PbRwG5YM8M0mqbT3hkU9aKXxi5YT9+PYYkMN9aP9VE1bPc2VubYASHrNgbW1bRsrLb/BXVs+3bIdmdiuUOysKwN2VhB06MbcC7OwLksxsp8W4plDbmJTpBluDljUUt7v1MtczNWqZDXgX8D16ccqyTDU0BiDW0YWCUrNgS2/Qc4r4HncydWeYU8rBv0GuABILq9r3Urfy8eDPkMerBizV4CetVyrPMCbdR6XbFE/zwgN/C92IYVBD2kAeeSgBX0vhIrB1BR4Hwuau/rrJfOv4hS1dNdaDQajUaj0eyc6BgfjUaj0Wg0XQYtfDQajUaj0XQZtPDRaDQajUbTZdDCR6PRaDQaTZdBCx+NRqPRaDRdBp3HR6PRaDQaTYMZaEQql/I3er9MPD8opY5shS41Ci18NJp6EJF+QIZSTfima1oUEQkmQNR5ONoZERmoQjJCa7oO5ZhcHt74erFp7nWJrdCdRqNdXRpNHYjIZKwkdt9ULy2haTvE4jasjMQfVC9noGk7AmVWHgPWicj/1VVlXbNzYhOItRuNXjoKHacnGk0HQkTsIvI8VgblfYC1wLxAVXFNGxIQOe8Bp2GVLFDA7EA9NE0bIiKxWPXQ9gV2wSp78X31GmeanRtDINpuNHrpKHScnmg0HQQR6Y5VmHEXYKxSaqVS6hqsEgl/iEj12keaVkJEemOVA7EB45VVVPYcrKKc80RkTF37a1oOEdkFq5zHJuBwpdR6rHpdC7HGYkR79k/TdthFiHMYjV4ag4jcISJKRFq8ZqGO8dFoQggULf0Wq0jlDOCCQJVrH1CCVRDzQxF5BHhKx5q0HiKyH1Yh0x+wxM9lgbHwYNV/ehP4VkRuVEq9024d7QIExP5HgWUxcHXIWKzBGqdZInKhUuqrduuopk0wBKLstlZrX0TGYhW0XdYq7evfbU1XR0T6Ayc44H9eOMAGnh7idCUYjrBYw25EiGETQfkw/fn4vJt95eT7fdEOkUwR+dhjml8Af+jg5+YjIkMMkRMjnPb/lZZ7R0c67e5dkxPK+3aLcXaPirBFRoQZPjALXW5zS06hZ1VGtuSVuWPCbLZNSqmpHtP8EpinBWnzEZHd7Tbbic6wsNPLysp2j42JLhs+bIh3QL9+zu7du9vCIiKNco/HzM/LMzdt3uRZtXqNLb+wKCoyPHyNx+v9yOf3TweW6LHY+RgaEaVeGLBro/c7fPWihUqp0XVtE4ilXARcAqQCK5RSVzepo7UdQ38mNV2RQEDmyXbkJmDkQCJlMBFhSeKgjz0cmwgRNiHCZhBhE8IN6/+YcDuOKAfzfcXERYezvKxE/bAtsyTTVe7xmubLplIvKqW2tvf5dSZEJBw4Iyo87EabIbucdMBetqP2HuIcEB3OoJgofC4PyjQRw8AZG4kjKhwAn9uD3+1h09YcVm/JZNaazebnqza4Sz2+Qrdp/h/wqlIqp11PrpMhItHAeVGRkTeEhYX1Pv3k452HTxxvHzKgL0MH9gfDADFQjkiUzWG99nkQrwvxutmwbi1r16zh+59/83/8/Ux3icudU+bxPgO8qZQqaufT07QQw6Ki1Su7jWz0fhMXzm2I8PkYa+bmbSLyO1r4aDTNQ0QMgXNsyKNx2MP3IS6uP5FiQ3AI2ERwGpVLUPyEG0K03RI+YbFOVvjLGNMribC4MCK6hbPR5+OdFetKpq9YZ3PabR8WuT13KqWy2vt8OzIiYnc67JfZDeP+PQb3k1vPOKrboXsOxab84PPiKyqkvKCkivBxRIXjjI1EDAOf24OvzI231I231EV5QQm/Lt+A5JTzwaYtRXPdxQ4DXilHpSmlCtr7fDsyIhIeGRFxvVLqjgPGjjFvue7q+IPHHYAhgN+DmD4wTWtjmx1lD0c5AxPrfB7EV454yqy/ZYX4c7fj2bqe32Yv4tkf5hb+sX6rzSY8XebzP6KUKmu3E9W0CLvFxqg3R+/T6P0O+G3WJiD0YeRVpdSrwReBWbSXY8VWeltL+OgYH02XQURG2pH3YrEPPpDu0b0Jr/K+X1nTNOvC9JuV7dkEMQTDYWe3pHieGtY/+u4TxvPsrwvOfX/uitNF5HbgJaWUWXuLXRMRGRsZ7nx/j8H9ej55zblRo4YMQJmW4FFeD8qwhA6AMk2Uf0cvotiqBkv6vH7wKgYSxjUxfWKPdpbzWVn25Ut8JReIyDXAB9rtsiMiclhERMTb4w4YG//I/amRw3fbFQlepno+ukoMRCrHQZSJMv0ojxvlcjG6VxKvnzgh7t8tmTw+Z9nNf2RkXSYilyilvm7Nc9K0LmIIzihnU3bNqc3iIyLDgIeAcUopb3P6Vx9a+Gh2ekREBG6yI/ftT7ew3Yi2C7UrHL9S+BWBRfArhYn1F6DcNAmz2zFsBobNEj6G044YBslx0Tzyv0OdF00c7bz4jelTNmYXnCEipymltrfV+XZkRMTmsNvuj44Mv+6lWyZHnDpxrCHKrLQmGAYYNqDm3z0V2E5sRpVNlN9kVXY+Ax3h+NyluPyKaOyc4kwOH0ls+Ge+zBfK8J8hIudo64+FiISFhYU9061b/DlvvfxC1JGHTar5SxEUNsqs/L/6e6GYJqarFG+ZG5+7HJ/bQ//ICJ7af++IuelZEbf/veyDcJvty3LTvFxbfzonYhPCYpskfOpifyAR+Eek4qNoA8aLyOVAlFKqvCUOpKeza3ZqRCTCifFNPI77/kfvqOHE1Ct66iPX5yXJaX3pbU4bNqcdW4j4MRx2RgzoyZwpl8ddffQB+0WGOVaKSJ1+7a6AiMTFRUfOHrXr4OtWfvRs1P8OHWeIiCV0DAMxQmaJGAZiMyqsPkDNVp+Q9wvK3IR7FF63D4+p8JgKl98kESdn0zt2KFGHOJBVItL4qMydDBFJjo2NWThh/LjzVi3+O7q66FFSy3dEmTtagaqJH+XzoNyleEvd+N0eTK8Pn9uL3+Nn79g4Pt1vv5ix3eJPibTZlotI49P/atody+0c1uilHr4ERgJ7hSwLgKmB/z0t1X9t8dHstIhInAP5vQ/hu04iMdxWh+ABMLEeL8Cy9tSEYTPIMz30C4+xXF0Bi4/YbJYFyGmvuGE7nA5SzzjCOWpIP+dFz02dKSInKaV+bNGT7CSISHJ0RPifpx86ru8zN17ktAVurGLYLBdXEMOG2EwwbYjNFtjGqBA9pt/E9JsYDmssghYg5TcxfSbeUhOXX+EOiJ6gADIRDiIhIomw8D/Jmy8ihyml5rXtVegYiMigyMjIP6+6bHLivXfcZq94uq7JrRUqasSo3CZopav+6KxMVLkb01VaIXr8bg9+jx+f20d5mZfFOXmcnJgc2ccR1v+zrMylInKgUmpVq5ysplUQm4EzNqpF2wxYYguqHEekFMhTSq1oyWNp4aPZKRGRaAcyexeihh5E97C6rDzVCcb6WK4uBdX29SuF02HDsAn2cCeG026JH8MSPJb1xwF2B2LYOG7MHky/OybyxCmvfyEiJyilfm7h0+3QiEhiVET4vGvPOLb3vZPPdEjoDdY0LfFT8dpvubsgIIJ2NEorv1nttR+Xx4PNY+J1+aoInqAICrIr0RKBEfMzOT+LyESl1IIWPt0OjYj0j4yMnDvlvnu6XzH54qqJWEKFTfX1DWlbKTB9qLJivKWVbq6g6HGXevl9WxZjomJxIIyMiLH1dUbEP5O+8U8RGauUWtMS56hpfQzDwBkT2d7daDLa1aXZ6RARuxOZMZDIIU0RPfWtC7pXDIcNw2G5uWxOy9VlC1h8MGyW6yawHDBiFz6/a3JkZJjjSxHZsznn15kQkYiYqIhfLzv5iF6pl57lqHRtBe65gWsZdHNVuLuC7i+bsYP4sYKdq96gl2XkMMgWgafMiztE9HjMHQe0P5FMIjHajvwsIoNa+JQ7LCLSLTo6albqnbfvKHpqoIq7Kyh+QkVQTW4vnw/TVYqvzI3f5cH0+PC6rOWP7dnsHxmLza/we/z4PX4OiYiXK5JS4sLFmCUiyS1xnprWR2zWDMvGLo1FKTWhpWd0gRY+mp0QO/JYAs59DyYhvDGipzGIYQU2W0LHVmHtEcNAHE7E7qi4eWMYiN3BQXvuykvXnB0VFe78QUS6tUrHOhAiItER4W8eut+eQx++9kKn2Cz3VXCpEEAhFp5gcLN1TQPX1WZU7KP8laLHDPnrcpUjbl+F2Kl0cdXMACLZj/hYB/KDiHTeR9cGIiJGTEz0Z2ef/r9e1111ee2ip4HWHQCUiQTFT2BRHndFfI/P7cHn9uJz+1ianc+uYZGIqfB7TPwB65zP7ePwyG7GCfFJiZGG8bWIaC9EJ8DKqRXV6KWjoIWPZqdCRA63IZMPIynCaKLosWZ1qR0CnW1ixfRgWLMa7BGWi8uK8bFu0IbTUTkzKRCwK3ZnxU3+tAn7cdbE/WLCnY63RWqLIN1pOKtbbPQxb953Q1gVS0/QumOrZt2pFtwcdHUZ1YKcAfxeHxCI+QkEz3pLvRVuruDfutidGOlDeE8Dnm65U+6YiMh1/fv1G/XEww/WX0k9RPwoESthoRiVAjXgErNcW4FZdsoE04dZWoS/pBifu9yK7/H4cbm9lJZ7icXA57LcXsEl6AY7KzLJ1t8RPsyAe1rlAmhaFLEZ2KPCG710FLTw0ew0iEi0DXlvEolREdRryW8yhiHWbC5HVfeWzWEPcXEFRI/DaVkrHI6K5bHLz4hMjI2eAJzaap1sZ0QkOczpePHTx+6IiYqKqnRtBQkIoArxE7JeQtxgQdETOsMraPUJLvlFpUT6wVPqxauo19pT0UeECSRG2zHOEpGJLXPmHQ8R2SUsLOyBj997K9bhqF/31N5QiPgJEmLtEX9gNlfQzeW1xM2irDz2CI+2LD1eP163j3KPH7fPrFh8XpNb41JiHSI3icgezTtjTatjGNiiYhq9dBS08NHsNNiR+/oTEdWXiCZbUqrfLKvH93hQhNnt2Jw2S/SEBDVbsT2V8T3icFqvK9xe1hIeHsZbt10cGxHmeElEOo79twWJjox46pITD3fsM2KYtcIwdlygUvxUcXlVXsOKHEm2qvE+yjRRpmXt+ScjhwGOCLzuqoHNDSEMg4PpHmVH3thZ3SwxMdGv3HnrTc7BAwc2fKfqs7nqiPER0w9+H5S7UO4yaxZXwNrjK/fj95rgNfG5fRWpBlx+a/ZdqGsyStk4Pzo5LEKMN7qANbRTI4aBhEc1eukoaOGj2SkQkV4KrjqAbi3+7Qp4t7AJpPs9DIiORAwJiB1byE250tpTJV6l2oJhY9xewzl0n+FRDrvtmpbub3sjIrsJnHzfledFhIqcKtcAdhQ/UM3dFbCYBWbKBd1eQUyPD+X34y33oMr9eEwr8aTHVHgbkZ95IJHSDUcycHZzzrsjIiLjIiMixl5/1RWOCgFT01JvQwF3F1a25uA+olSF+FEeaxq7L2Dt8Xv8/JdfzABHOF6X9To06Lym5ZCweHusYdsNOLIVL4umuRg2jKjYRi8dBS18NDsFAjcPI0pFtVCGhgLl5Q9/PlI50ZoC08cydzFxYY6KxIVBS49hMyosOhJixagUQpWLBKa5p118arjNMG4XkYgW6XQHITzMec9N551ii4u2NGgVsRNAQq9NkOpi0WZD7A7+zS3ghVmLrdQBAQvQhux85q5Lx+f2YHr9+Fy+KjfQxiAIY+kWaUceFGlMdG/HJyoqcsp9d98V4QyrJ76iptOuEDoScHPZmbNgCa+882EVwfTPP/+weOlSK7DZ48b0ejE9PvxekxyXmzhlYHpNvCGCx6vAqxReZaUbCM7E8yk4M7JHVLgYD7X0tdC0IGIg4ZGNXjoKO9WXXNM1EZFIAy7di7gmC4jNuPiDvIrXxfjIUV78AeFjE5jtLmRWSUHFjK7v16bz+C9/V7i6KsVNSLCuUSmIqi4Gwwf2Y58h/U3gjGZfhA6CiCQrpU68/LRjHFUClmu6BlDlGgWtPtN+m0fqW59ZMT5RsWwo9vJffgnhvXsRnpyIMyaSj+b9wxuzl2B6fPjK/czYvp3pZTkVVp/G0oswIrFFsxNZGkRkmIgx6qzTT2uY26gG689b73/E4888j7I5UI4IVm/K4N/1m1DOCKs6O/Dmex/y6vufWokL3W7e/Gs5H6xYi9/jR/msGVw+rz9E9NRs7QnGZ+3rjMGBDNbZzjsuYuvcFp+d0qet6XKckEiYL6YZH2cnBmEhzwF9JYKh9igcItgCy0lRCewaEVuRsTkyzEFkIKNwMPYk1NoTar0IRZl+633T5LrTjuy2fMPrVwJvNbnzHQgRzjzmoP283buFiNDqs7Uq6nLZrISFFeut6xIXHUl8dGTFNTrxgL04YexIq4BpIIfPbceMoygrn7KcAsLEwKkMbBg1zsZrUL8R9iQ29i/yLwe+bcYl6DA4HY6Lzj/nLAkLq7dUQK3Ex8Xi8wYqBSiTC84+q3IMAzO5HrnrJqQsH5W9Bb/XR7gIYtgocHuIERum36ziggz+HxwnK4u3wmNaEwd8Co6I6OacXpZ7CVbJAk1HQwwkrONYcBqLFj6aTk8YxuThRMc3p42ehNGTHW8QtpAYS7vNILyiOKnBxCF9OSohroroAXacmh1YF0QIih+DI8fshc9vjhSRnjtDIdP4mOjJF55weCwErTnVRE/oX9O0hCEhYtDv5/Axe3HYviNRHveOBzD9KNPEME0i7DbW5BbRw+GgR3gsKU4HGS5fkyw+AIOINP4k73ARiezsxTNFRGKioy8498wzGn93CsngfNLxx1XO3AquN6kMalYmYQ4HYghenxflNzl1+CCKM/KYu3Yb/Z3h+F2eKikiKhfrcH6lsAk4DfAqsCkYFxYX9nVZ7pkicqVS9ZSI17Q9YqCcnddDr11dmk6NiDi9mPv3pWW/hKGCxyaBAGebYXkDbFKZvTkoeqpPy7be3DGOBULcYDbCnA4m7LWbh53AxSIiCWXu8sET9ttrxzerX4Pa1tW23jRRph/l92MGprH7PV5yy1zEYUOFuLiaepcMx0Z3nG5gQhOb6EgMtdvt0XvuMbJpe9cU86MqrTzBv2L6rDIVPi/4vJheX4VVzuMzcRoGyq8C5V+qL1VFUHDxKugmDqINmwD7NOsqaFoFJQbKHt7opaGIyJUiskFE3CKyUEQOasn+a+Gj6ezsE4XN1ZJ5e4KiJyh4gq4uS/BUCqKa6kjtkK8mdH11CwiAYXDEfiOjwxz2Q1qq/+3IgXsMGVga5nTsmIwwwA6WsGqECsjgtsr0W24wszJ3jz9wg/X7TcQkcHNtmpsrlH5ERADjm9VIx+Cgg8YdUN6Ss8IlcG1FqQprD/6g+PGjvB6rWKzfxPQrlDIrsmuHUl3sVF8fZKQjSrFzjMXOhwimI6LRS8OaltOBZ4GHgL2BOcB3ItKvpbqvhY+mUyIidhE5AjiqJ+Et9use/EKECp7gVHY3JuGGVZw0VPQYNQmgeg9U6Q7bb/guYrcZB4rICSLSs/ln0baISJiIHANMmjB6j5pje6ihHlfIdjXN+gIqqrIDFW4uFSKACObzCdxgm+rmCpJMmNMOE0XkRBFJaF5rbY+IRInI8XabbcKEgw6Ka15jIYI1RPRU5u+ptPwon9eyyNVQRy2UmoRppfWnqiVoV0dkrAMmBL4XHScyVmN9NhzhjV8axo3A20qp15RSq5RS1wDbgCtaqvs6xkfTWZkCnAYkdcfR6pmxbCLkKB89I6KrrK8opVCTNaeB7NqvN2VuzwDgGetQMkIpVdyc/rYxLwMHA91HDO7fKo5/FQiCNv1mIH9P4G9g6rrZxNlc1emGAz/sBTwFlInIPkopT/Nbbn0CSf8+BXZVkLTrsKF1K/LQWKtaGw1so/yVBUlDszUHLT8Bi5zpt4SotYtC1VD2BRo2UCm2MPwwCdgdSBeRCTrep4MgRoMtOI1qVsQJjAKeqPbWj8ABLXUcbfHRdFYuBg4B8hSqRbO82qTyb+hSqPx0D3eGBDO3zNcnzOHAsNo6GVgNHN4iDbcBgWzH5wF7Av4dXCtNuUbVBWTFjdRvWXpME9Prrcze7G8Z0QMQbmVucgL7AT5gTMu03Cb0BPYHRgBhdc7mqpI/qQFjVK0YqZg+K1uz6QOflUgS01+ntacx+BU4rbEIxzqfQcCQFmlc02wU4MNo9AIkisiCkOXSak0nAjYgs9r6TKzPd4ugLT6azooPcAOZvYloMd9vkMo4H6n43zAEu72em4TpBxyV/wdv4qH/Q5WnbJvNoF+P7iUbtueAdU7eFjmJtsGPNVGtDCgeM3LX7k1uKTilvSaC7i0zGEMStC5YlgWo2Y3SWBzYcCIuDyqMzjcWXsCvlHI5HA72HLl7zVvVFmhel+UnSKj4USpQnNRfMW4VLsgaqHygkMD/lmANfdAI3baX4Qy+9AXOrTONxU6NCZQ37WkjRynV7vmZtPDRdFbcQAQQaW9iFfb6CA1yNozKHM6hAc4V1HLDVqbf6l0NN3UV8nrD9pxYrCfacKxz6xQopZSIuIEwIDIqopqVwTQbbvWp7cYbvKmGxPYE/zdbytQTggcVAfShk40FVl/DAy4vR2RkC+dZqRA8ZmUeH2VaM7oCs+5CEZtYkoUdxY31t9LtFfpdC2I3DJTllehG5xuLnRqlwO1r+e8ekIP1MJVcbX0y0GLpPrTw0XRWTKwfxVZzc4X+rZjKHnITV7XeqK2bQK2usGr7hdwwIrHOqVV+UVoRhWWerrO2ZPUbYwW1rQ+9fmblNPZQ8VP9Wtpa7tMQRucbi4pxAGj0jK4GWH2kmsuL4IyuQIwPUIfFRwJu40rXZNUZlFJlXeiuWGOh43s6CKYCTwu5NUNRSnlEZCFwGFa8WpDDgM9a6jha+Gg6KwlALuDyt9K9acep7DULGdNv1jyZPpCgr8LqE0KFCAjcLAb1TipavzV7OZAHNN1d1MaISDiWb68EcLnKQ+KAq7v36qBWURR83x9i9Qmd1dUKODHKPJgb6WRjgdXXXKWUabfbfW632x4R0YIBqMG4YtMKahbThyiFGerqChFOwbJnYgtmP1eBGZKVrq4glaJIKrYxUIh1j83FWhJowad+TdNRSjXV1dUQngLeE5H5wJ/A5UBvrEkULYIWPppORyDyPxIoBHLcLfQgWDmVvapMCbUiSC0mBeX3WzNcqsf3BP5aFqCQvDTBbQIUFJc5gOzAktTsk2k7ErH89kpEcnLyC/v271MtBrE2d1dDYkpCCAqdiiBnv4lpEiiJUPkj3BzTgELhxQzDGoccOtdYJGH1m4jw8JLsnNz4fn1TWqblGmZ0ocxAUPOOljfDJmBUfl8qHyKCWZqlSh6fyvcrJxOUo7AjXo8yPSKSg/VZ03QAFOBpJeGjlPo4kEribqAXsAI4Wim1qaWOoYWPpjMSerPdUhwMJGgBqgc1B2/XYkiNyWxrQvktN1cVS09A/FQQTMhn+vGUl1NY6nJgPc12th/4RAI3W2DLpm1Ze4/afVgVoQfsKH4aIXqU6d8hsDlo+Qle36rjZpkJmoILEwNx+ZTpFpFsOt9Y5ADY7fatm7dsaTnhAxWxPaG5fIKBzSrE6hPEabdVGeZQcWPdOqvG+NiEKrXxckwPDpHg7J7O9kCwU+NXihJPy/3uVkcp9SLwYmu1r6ezazoj3YFgnpvVOXiKWqLR2uJDQi1AVp2uqhtWxpyECptqN/aK7MOVWYiD/LdlG+FO+/ZAvpgiOp97pWIs/lm7wVPl3Ktfk+rWgXpcXNWp7t4ya1A4NcSINJh8PBjwX+BlMZ1vLIoAXG73otX/rqlZ/jXG0laTpS7E+hMsI1IdsRn0jopge6DAqWFIiLipFDpOQ3AaUqPFJ930YFpP+9D5xmKnxlRQ5jUbvXQUtPDRdEbWAHEiMgTYsBlX60zrolIMKUOwh2RorhJgG0J1q05F0Gdwu5D/g0/Jvy5ehcfr3xzY62gsv3ZnYRGwu4gkAVu++O2vipk3Nbn0qlARF9Iw8RN6zYOWn+oaJ3jTbCqbcfm8qI2BKO2jgT+a3lqb8xdWpuOI8vLyLZ9/9VVpix8hIHokMJ094GvcYYwNm9AzNpJcv7diFmRozJwj5H/rddV1TkOY6y52uZW5KZAr6nA611js1Jimorjc1+ilo6BdXZpORyDy/21gKpDgwh/pwcTZAjo+9MYZ+rfE9BNtq/3rUn2GkfJXurkqpsFXbBsiCEyTHxesKPP6/cNF5AusZG1fNvtE2gilVEGg358DQ/7dmBHh9/utYO+guy8Y61QXNVkhQq9nlWtrhsT7hORDqjIrqGm+rnTcLqzEmNOxfh9nNqmhdkAptUlE5gJfAaMWLlpSe2R59evdkDw+1eJ8gkkLq+8XTPBpsxmI3cDwBwr6GoIzMCweE2oLbnYagmEIKz2lJnAmMBBYp5RaWXcHNW2FqRQub+OstR0JbfHRdFbuAR4ErgrDWJjeAik+qldkD6UUPzFOR437VdSKqrDuBJO5VXsdGgsR2Nbn8TJ/9QYDOA74AdhXKVXe7JNpW64CXgDOiIoIy5i7NHB/aoBLpUZrT205kapZ2KzEhdUD0aXJFh8vJgV4w4FDga+Bg1X1mgsdnzOB94AjvV6v57+1axu2VwPdX1Xie9hxdmLFdjbBsAmG3Qj8HxBDgQeLSheX7CB6bAKFhkmx8htY05g/AU5o2Ilo2gK/gmKPv9FLR0ELH02nRCnlUUp9oZSa4cZ8419KClui3R1ndFlPn2WmSZRtxwfo0OrTFU/A1hshG4W4A0JuFMrvZ9ay1SilNiml/lBKvayU2tIS59GWKKXKlFJTlVK/l5S53n5vxq+loedfIfiq71fLTbPe49XgYgwSOiW6sWzEpWzIX0qpBYECidXT5nd4lFJFSql3lVLzTdOcOvXTz1qvzlgtrkqxGVbeK5uBGILNWSl+jJCYnqD4CV1sAnaHjZmuQp8NmR4Yi7eUUnmtdh6aRmMqRanH1+ilo6CFj2Zn4NN0XE4XTX+iCFZgDyVUBHkwCbfZqkxnD3W3VHG/hIgfa+p1SJxPYAmKpBe++q2g2FX+UpM73sHw+c13p/4wyyhzB4xWVdxV/irLDoQEytYslMwqgbSmX1UUKa3uonTWlF27HpZTlO9F7TRj4Xa733j59TfK/TUEHzeaKpXaKy0+oXXUrM0qtzNsQnS4EzeqIs6nqvipKnocNsHusCF24auinBK3Ml9rfsc1rYHfVBSWeRu9dBS08NF0epRS+QKfrKC4RVxENc0K8gP2OrMSB6dYV7vJhLi9QhdMP1syc/hlyb9O4O2W6HdHQCm1AZj97tc/m6HWrVpjeBpp7YHa60GFBss21t2Vi4c8vIIVq7RToJT62+0u3/D1jO+a1kBQxITmcVBVhSywg2tSDAMxDGxOG0MTYtnkcwcsQFYiUJvTht1hw2GTisXusGFz2jAcBkt9ZRT5ffnAb03ruKa18ZuKYrev0UtHQQsfzU6BH6Ysp0iVNzF1Xe1T2Wter8yq1p4KghadUMtGDYsy/Tz88Q8eEXlZKdUibrqOQpm7PPX+16aWl3u8O7j3ap3SXlcqgEYQGkPSGOZT4DJRDwZSCuw0lJaW3nP3ffeXms24pjUhwdCnGixzUuHmMogKd+ANJDK0cmFZi+GwhFFwCb5vOAzeytla6lbmPZ0wvqrL4DcVhS5vo5eOghY+mp0CpdR/wGcLKGhWlHNNQsewGQg7Zm1WVeJ7QgOcdyxGWn1ZuXErH89a6HF7vA83p78dEaXUXI/XN+fp97+o/KVrbJ2uRhB0n4ROl25MLp+tuNmKu1TBTuPmCuHrzOys9e9/NLXlk6jUIKaCM7oqxI/NwLAb2JxGIAdW5WJz2KouThtz3EUq3ePOwpqxqemgmEpR4vY2emkNxOI7EVEicmpD9tHCR7PT4EXduIpiTw5Ne2ivqUJ0dVS1NO2hgbaW9ada7p4aFr/Xx8XPvF/o9nhvV0rlNKmzHZyi0rLLHnrzU8+6zRmVcTk1Wb9CqB4c3tD8PkGqJ8BzNED7+FH8Rk6RD3WlUsrVqAN2ApRSqri45KKbbrvTlZ3TzI9a0OWl6tZQRsDaIzZL8IQ57fhtlUHONqexw2KPsOGymTydsbHUZZoXKaU6zhQgzQ74TUVBmbfRSytxE42sUqOFj2anQSmV5YerfyCryNtIl1d9FgLFjqKnyvvBMgr+oMCp/Wb/1Oc/lf+3NXv1TmphAEApta7c40k9447Hiny+kNim6tsFg5lD3muM4Kk+IqEJ8Bri7ppLfpkLcxYwrcEH7WQopRa43O6XLph8eXFre48kRPSIYVl2RiTGsdbrqpjiHozzCV0Mu8HT2zaXuE1zqlLq91btpKbZmKaivNzX6KWlEZF9geuACxuznxY+mp2N992YP88it1w1o2p7Q1wlwYDmKlPaA6IntHZRqItr1or/ePSzX8tdHu/pStXz6NzJUfDMuvTtS+/8v3cqHvV2CPKGGgVRKFJHhffgKBk2I6TILA1yd62njNWUlPlRF+7s8SQ+n+/ueX8v2PzUc8837zPXgIJ1odPZDYedyHAnHkNhc9gqprVXj/eZUZCj5hcW5HiVuqFZ/dO0CcqEcpev0UtLIiIxwIfApUqprMbsq4WPZqdCKaV8qPM24dq0iMJG21Zru1naAF/g3mj6VRWxA1RYe0x/ZcXqKtO2TZN/t2znf4++43J5vKe2ZKXhjopSyl/icp/0xlc/57z2+ff++rM375gFuN5jhPxf6eaqzBNT2w9cFuX8Rk6ZD3XUzupuDEUpVV5SUnL0lEefKPpi+tfNE3m1iR/DFpK/p1L82Jw2whx2TLtY4seoavVZUFrE/23aWOoyzSOUUiXN6pumTVBK4S33NXoBEkVkQchyaTO68TLwvVKq0dMWdckKzU6HUqpURCYsoWiRHUnak7jaTQYNJMKw4fL7iap+LL9VORybUSWfj9iq3uTXZmRxWOqrrrJyz5VKqZ+a25/OglIqV0TG3/r82/Mjwpzx5xx1cIvUVQsG0Va+Dp3GrqqIH3e1QqbZlPMNmS4f6nSl1IKW6E9nQCm1WUQmXXT5lTPDwpzRRx95RLUNAqIzKGxMs0qRUiUGDRm8YFCz1ZRV1HePxG4s2pbDHuHRFVPbV5YWs7yoiNc2bnaVm+aRSqk1LXCamjbANFVTLTg5SqnRtb0pIg8Cd9XTxkSgL7AnUGtbdaEtPpqdEqXUNh9qzAIKM+eR763L7dWQL0GEzaCsDpdMdXdXqPtm0drNTLjnZVdRmftan998uyH935lQSq0tc3sOvObxV/Ofm/p1HRfRDJn+X60EQiA3TChGIAo9ONvOJtTg7qo6vum4+JpMlxd1tlLqm2afXCdDKbXI5XIdevaFlxR/8NHUyi9FqNe1ugc2NHdPPe7D4DiFzuqyOW1ERDgw7AblhsIjij/y89jscvPaxs2l5aZ5tFKqMxXm7fIoU+FxeRu9NIBngN3qWeYDk4DhQImI+EQkqMI+FpF6i9lqi49mpyXwhLv3Sop/zcM7cBKJkU0tZBpl2Cj2eKsInGCFcMNvIjajSsyPGJbV54NZi80b3vra7fb4zvKb5vSWOrfOhlJqlYjsc/8bn85a8t/GHi/cPDk8IsxZxaKwAzXM/IIdrT2AVRpBBJsoTKqWRPCYCr9SLKfY/zcFLh/quK4cQKuUmiciY6+9+bbflyxbHvvw/alhdns9t4Jq7i0lYo2dYbMWgIDgMWwGyrQsoMEZXjaHwb7JCczdmoNCsbq01PtxenpJuWkeqpRa1EqnqmkllFJ4WiFYOeB2rtf1LCJ3AU9UW70cuBmrwHCdaIuPZqdGKZXlQY3KwP3hR2QUZzSymKlfWQInChsl/tq/6NWrhecUlnDGEx8UXf/mV1vKyr1jurLoCaKU2lRc5tr989/mfjvyrOuLFqxaW3NCwzqQQL20oPUnqJsMm1GlTldovE+5+PmGzMK/KVjtQ+3RlUVPEKXUytLS0t3eeOfdOaMOPLhw1ep/a96whnFRNcT4SEgdO7HZqszsqrD82A36xEby4vqNhR+npy90+83hWvR0TpTpx1ta2OilxY6vVIZSakXoEnhri1JqfX37a+Gj2elRSpX7lDnZjXnGd2Rl/0h2WRE1m139IZN7Qv+3iVR5XdG2WbVgZrnXxys/zzdH3vp82Q9L/3vb5fEND/lSdnmUUsWucs+pW7JyL5909X0Fkx9+yb0tJ996rxYLD1SLG6n4W3dldj+KuWaB/y0zo2wb5c/6UHsHSmposOKvyspck/5d89/t+084tOTmO+4uz82roxaoGJWWHzGs2XaGUTHrTgxbhdiBqskMS/Hzf/+u85495+/SNSUlaW6/eaBSanurnqCm1VCmic9d0uilo6BdXZoug1LqWxEZuAXX3ZtxXTuACN9exMX2wNmw/c0dkxcGKXSV8+Hsxd7/+32hx1QsKS33XqmUWtaiJ7CTEJg6/pGIfP/lzHkPfvLznxeeceiB/hvOOCZ6WN+edVp/qt9UgcrcMAHRU6p8/FJeUP6TO98PzPahrglk9tZUIzAWL4vIF+99NPWJN95575SLzjtHXXPlFZED+vfbcQfDqHlWl1EZzBx0d/lNk+1lLt6c+4/rgxVrcYjMKDfNG5RS6a17VprWRpl+PC1owWkJlFINnjghO3n6inoRkbeB84F7lVIPhKyfgFUkL6k9p7uKyHgsv+UooDdwoVLq7WrbbAT617D7t0qpY1q7j50REUkALrMh10dhCxsh0TGDJUJ6G2GE2wwibAYRNiHWbtDdaSM8JoyV4mJsnx6ExYURFuuk0GYwPyefb9ZsLpm9LsNuCN+4ff7HlVLz2/v8OhMi0ssw5CqH3X7V4D7Jcu5hB8YeNnqE7NY3GfF6UB43yuOmvKAYT1EZnuJSPEVleIvLmLVmKyPtEWzcVshfWbn8VlZQ/K/XZQc+9aGeUEotb+/z60yIyAC73X6dzTAuGTF8N/OcM8+IPeyQCQwZ2B8xvYjfg3jLEZ8bPG6UuxSztAizpACzuIDyvDz+W7+VX/5Zz7TF/xYt35ZjV0q94zPV01p87jzYYnqqqFHnN3q/4pmPLaxrVldboYWPJXxOB7zAYKVUdmD9BDqG8DkaGAcsAt4FrqxB+CRhpZoJ0gtYiCWS3mmjrnZKRMQADnYiZyo4ykQlJYijpLcRFt7T5oxKjIigx+7D8OVksS47k8gIh3e921W8rqTEXur12yOd9r+K3J6PFHyulMpv7/PpzIiIHTg0LjryTJ/Pf7hpmvFDU5JL9xjQO6J/9+jIaJsdf1wP/AX5FG/fTnpWrmfB1hzXtlKXrdw0VRjG7BLl/wiYrpQqbu/z6cyISBhwVLf4+DPc5eWHGiIRuw7dxbXX7rtF9e+VHB4bFY5PHOApozQnk83pGeXL/ttYsmrztnCf3/SE222/FbjKPwJm7IylQLo6RlSScg4/pdH7lS94RQufjkBA+PQAUoDflVLXBtZPoAMIn1BEpAS4urrwqWG7u4BbgF76R6dxiEgiMBIYBvSy2+1JZ5xxxiE5OTnZ33///VwgE1gP/AP8t7NnX25PRKQn1lgMBXomJSWlHHLIIftGRUWFiYi3pKRkU2Fh4bzt27d/s2TJkoU7e/bl9kREUoDdgSFAr5SUlL4HHXTQqIiICIeIlJeUlGwsKCj4a+vWrV8tX758hR6LnRsR+R5IbMKuOUqpI1u6P41FCx9L+CQCLwJfArsppda1lvARkTuBO+vZ7Cil1Owa9q1X+IiIAOuw3FxXN6evGou0tLQLsPJGXJGamtpxIvS6IGlpaYLl1t0X2A8rkRlYYnQ+MD81NXVrO3WvSxEYi8FY47Af0BMrmfZ/VI5Fo0oJaDRtgRY+AeGjlDpWRH4DMpVSZ7Si8OkOdK9ns4yaLDUNFD6HAz8AeymlljanrxqLtLS0AcAjwFupqak/tHN3NCGkpaX1olIE7RJYnU7gxgtsSk1N7do/cm1AQAT1oVIEDQi8tYnKsUjXY6HpCGjhU1X47Af8hfXFjaETurpE5FOgv1JqvzbrWBcgLS3tYUBSU1Nvb+++aGomLS0tAUsE7YuV1VWwkqEFb7xrUlNTtWuyDUhLS+tBpSAdijUW27HG4W9grRZBmvZCC58Q4RN4/QmQADxAiPARkW+wgobDgIeVUh+IyKPAv0qpNwP7vgl8rZT6QkTOBa4FnMAvSqkbA9u0mqtLRHpgPe1epZR6rTHXQVM3aWlphwMXAbenpqZubOfuaOohLS0tFmsm5H5YcUJ2oBDrpjsfWJmamtryqWc1O5CWlhaPVVNpP2AE1kSMfKyxmAesTk1NraeCrUbTcmjhs6Pw2QVYCTwF3Eal8OmulMoTkSisL+zeWD+oDyiljgrMSFmHFRQ7EEs4naGU8onIu8DHSqkZrenqEpFbgXuwgpp1LEoLkpaWFoVVDfjX1NTUt9q7P5qGk5aWFoH1fd0X2Afr4aUUa6bkfGBZampqefv1sOsQ+B7tgyWC9sR6MCzBmoUaHIsGFXXSaJqKFj7VhE9g3f8BFwPhVAqfB4DjA5sMBvZWSv0nIv8CY7G+yOcrpc4SkauB26msORIJvKCUerYJ/YumMnZhDlasyVdAnlJqc8h2AvwLzFRKTW7scTT1k5aWdg2wF3C5/nHunKSlpTmxHlj2w7IIRQMeYAnWjXdxampqabt1sAuRlpYWBuxB5VhEAuXAYirHQs9K1bQ4WvjULHx6YFlvooEkrB/Ke4CjlVJuEVkAXKCUWhFwd60GDsCaSfWFiFwLdFNKpbVA/yZgudyq845S6oKQ7SYCvwJjdAK91iEtLW0kcBfwbGpq6l/t3R9N80hLS7NhVXsOBuTGA35gBdaNd0FqamrHSk+7k5KWlmbHcoMFY7TiAB9W4cn5wMLU1NSi9uuhZmeiywufhiAiJwDnKKVOE5G9CLi6AsJnNPAQVn6L3QLCaATwKXCQUio3IKRsSqlt7XUOmuYTmLnyPLAtNTV1Snv3R9NyBMZ2FywBNAYrt5fCsqIGp2Z3iEkOOztpaWkGVkB0MDg6CWssVhEIjk5NTc1tvx5qOjta+DSAQBbT6UA/rMR1fYFLgsUnRWQ9MFcpdVbIPmdjJRE0sMy3Fyil/mnrvmtalrS0tFOBU4Br9I1w5yQggvpSaQkKFq0K5gr6OzU1NaOdutelCMnbFByLlMBbOm+Tpslo4aPRNIK0tLRELKvPtNTU1M/auz+a1ictLa0n1k13XyzLLsBWKqfJb9BTs9uGWvI2ZVA5Fhv1WGjqQwsfjaaRpKWl3YWVpfZa/SPbtUhLS+uONTV7DFZ8kIHOFdQuBMYiKIJ03iZNg9HCR6NpJGlpaQdg5Wh6MDU1dUV790fTPqSlpcVQNVeQAyiiMlfQPzpXUNsQGIvRWEJoD6y8TXosNDWihY9G00jS0tIcWDl9lqSmpj7f3v3RtD+BXEF7YYmgvbFSYZRRmStoqc4V1DbUMxZ/Y31v9Vh0YbTw0WiaQFpa2kXARKycPjrvi6aCgDAO5goaTWWuoKVYImiR/sy0DSFjsS/WWMQAXqy8TX9jTZPXY9HF0MJHo2kCIYVL30xNTf2xnbuj6aAEcgXtSuWspG5YuYL+oTJXUEG7dbALETIWwbig7lhjsZLK2XoF7dZBTZuhhY9G00TS0tIeAczU1NT6aq9pNMGp2YOpFEE9qZor6O/U1NTs9uth16GOsfiPymnyWe3XQ01rooWPRtNE0tLSjgQuAG5LTU3d1M7d0XQiaskVZAKTteulbQmMRR8qx2JA4K3LdObunZMuK3wSExPVgAED2rsbmk6My+WiW7dulJeX01W/R5qWwev1Eh0dTXm5jrltbzweD7Gxsbjd7vbuyk7HwoULc5RSSe3dD3t7d6C9GDBgAAsWLGjvbmg6MTNnzgTg4IMPbueeaDo7+rPUcdBj0XqISIewjBvt3QGNRqPRaDSatkILH41Go9FoNF0GLXw0mnrYuGmrjuHRaDSanQQtfDSaOlj+z1oe+HomN9/zPMXFerKNRqPRdHa08NFoaqGkpIwXvpnFgVeezsA7L+WOh15nxcp17d0tjUaj0TQDLXw0mhpQSnH/o28y/JozOc8wOCsynN2nXMNnP89l3t+6LqlGo9F0VrTwaQV8Pl0EuLPz7offMujMo5kUGYGnvJzuwLmGQfLVZ/LJL/Pau3sajUajaSJa+LQgHo+HyZMn07dvX+bOndve3dE0kfSMTDbm5BM5fBD9XW5WbNxMdmEhUcA5hgETRrN5y/b27qZGo9FomoAWPi1EVlYWhxxyCLm5uTz33HMcf/zxvPvuu+3dLU0T+ODdrzjCl8lp995L6e23se8rL5FdUIjH6yMa2G2vXXn7o2/bu5sajUajaQJa+DSTZcuWceONN9K/f3+WL1/OjBkzOPPMM3G5XEyePJlRo0YxdepUSkpK2rurmgZQXu6h9+ol+MeOJf3Sy4l69FFk3DiGbtnMf1u3oZTigPAwcvv1wu32tHd3NRqNRtNItPBpAkopvvrqK8aMGcOxxx6LUoq77rqLJUuWUFBQgMvlYuPGjcyYMYNJkybx7rvv0q9fP2688Uays3Xx5Y7MZ9N/Y0SUQZ+RexAW5iQ6PByOOQb7Dz+Q3C2O9JxcdgP6H7Y/v8xa0t7d1Wg0Gk0j6bK1uppKRkYGl1xyCVu2bOGBBx7g+OOPx2az7bBdQkIChx56KIceeigA6enpPPbYY4wYMYLHHnuM888/HxFp6+5r6mHtn38zZPAASvLzGdGvr7UyLAyUIjE8nDXFJbjKyxmaEM/cUl2cVKPRaDob2uLTCObNm8e+++7L2LFjWbx4MSeddFKNoqcmUlJSeO655/j55595/PHHueyyy/B6va3cY01jWLJsDYe4s8k57nhSEhKqCtOjjoLvvmNgcg8ycvIYDySfdChLV6xvt/5qNBqNpvFo4dNA/vrrL4477jheffVVUlNTcTgcTWpnjz32YN68eWzevJlzzz0Xv9/fwj3VNJVpX/5KQqyTXhGRxEVFVn3zgANgzhwcdjs+v58YpUge0Iu5C9e0T2c1OzdffAFlZe3dC41mp0QLnwawadMmTj75ZN555x2OPfbYZrcXHR3Nl19+yfbt27nrrrtaoIea5pKfX0T//Cxy9tqLCGFHN6QIxMdDQQFx0VEUlpYxID+fmHF7s2nztnbps2YnxDThwQfB5YLbboPy8vbukUaz06GFTz2Ypsl5553H9ddfz1FHHdVi7YaHhzNt2jTef/99fvvttxZrV9M03v3oWw63l+I67HAS42Jr3ujUU2HaNJLj48gsKCSlsJDkifvxbhOmtisgA/gZ+BTQTs+diNmzmyRYxOeD22+Ho4+Gs86CW26xxI92iWs0LYoWPvXw0Ucf4XK5uPnmm2t8Py+vkDff/YrvVm/gOuBWYE1+AX/+s5o1a9ehPvgAZs2qcd/ExEReeOEFrrrqKu3yakfy84vIy8qlxGmnZ3k53aOja95wyBBYuxabYWAqE4DennIKu8dRVuZu8PH+At4D/gNGAmPLPbwD6MnxOwGzZ8Pvv8ONN8J//zV4N/F6GfTSS3DZZbDPPtbKfv3g2mstMaSzwWs0LYYWPnVgmiYPPPAAjzzySI1BzEopxky8iGtueZJHi0vZrBQbTJNV/60jr6SEuAsugEsvtQJjp0+v8RjHH3883bt3Z9q0aa18NpraeP6VT7huWCLphx+OE6l7tl3//rBhA4mxMfgNg2FZWfQ++VA+/OSHBh1rBZADnKsU5T/P5fE7n+X+m55g0Ir/eAfolI4Nd8NF305Nbi58+SXcfTc88wx8+il88EGDdk355BO2nnQSDB5c9Y1Bg+Cii+C111q8uxpNV0ULnzqYOXMmTqeTiRMn1vi+z+dn3YYMysrceDJzEdPEDgRvm/Er/0HKyix//fz5NbYhIlx//fW8/PLLrXMSmjpZtz6d2JgofMuXErbPPiTExtS9w0knwVdfkRAbi8+wYVOKPRLiWVZUUu/U9o1Ywqf3ktXccPvTiMDjU67l1efv4MdPfmTUxozOJX6ys+HWW+Hee+Gxx6ArJ+lUCh54wLoWIuBwwJ13QlISPP103fv+9RfeuDhcKSk1vz9iBGza1PJ91mi6KFr41MHnn3/OmWeeWasFwOGwc+v15yAiFD/xNkd6fZxoGIwetguJsTEU3nYbym6HxES48MJaj3PssceyaNEicnJyWutUNLXw0uufcfnph5MeGUlSQREJMbW4uYL07AmZmRiBz4QCDgbijz2YmX8sqnW3LOA3YHxmLh9M/Z6nHr6ewyeNRcSyMD1wz2W88+JUDsjOp2G2o3ZEKfjwQ8uqceedlug580yYMsWyTHTF3EYvvWTF5cTFVV1/+OGQkgKff17zfqWlMHUq2485pu72hw6Ff/9tmb5qNF0cLXxqYdmyZfzyyy9MmjSpzu0euf9qvPl/svz3t7g0PIzTgd5xcey/2zB63HabZfHJzIRddqm1jfDwcMaOHcvLL79MmZ7C2mb8MWcJo/fZjYIfvsd7/PEYKAyjAV+J2FgoLMTu9+MzbDiA/Qf05suFq2rcPAeYDpxW7mHKo2/wwD2XYRgGSilyiopZvSWDgrJSptx7BS89/Br5Hi+lLXmiLc0zz0CvXpbQiY+31vXtCw8/bH3O33yzPXvX9mzebFm79tuv5vdPOw3WroVFNQjjRx6xYnjqS2Z66qnw2WfN76tGo9HCpybWrl3LXnvtxerVqxk6dGi929eZxNDhqP9HLdDGPffcwzXXXNOYrmqaSEFBMVM/+4nTTzmMzBUrGDxwEN1qC2quzpFHwg8/YFMm/oBQmmQYOCaN4bdZC6psmgN8CZynFA9OeY1brz+XsHAn67dlsmpLBn6/n6F9egGwJS+P8y4+gdxPfuD7ljvVliUz07JSBNy/plKszy/AHZx5NHEiFBbCsmXt2Mk25tNP4YIL6t7m5puteJ9t26CoCP74wxKOe+1licj6iI2F4mJrurtGo2kWWvjUQHp6OmPGjCEqKorY2FqmNrcwQ4YMYdSoUWzcuLFNjteV+eX3v3nwsTdJu/NSVubkEJ+QQE5BIUm1TWOvzp57wtKlCGAoRWFpGU7g+JFD+CLMyXsLV2IC2Vii52y/n6eefIdjjjiAPn16sGpzOj27xzO8XwrJ3eIxDIOkuDh265fC3sMGE+UAj89PQSudf7P4v/+Dq68GrOD+b7Jz+T4igjfLy3m+sIhnikvIueYaeP11SyDt7CgFWVnQo0fd2xmGFQP0wgvwyivWtbn4YjjllIYfa9w4SzBpNJpmoYVPDTgcDrxeL9HR0Q1zfbQAS5YsYeHChQ0ugaFpPC6Xm/seeo2s7Dwen3It3RPiKJg2jZ4nnYRhCLaGjrWIdSPz+3H4faTn5AJwEPDkmD34d1sOD2xI51tg2PwV3Hb7Mxx9xAGMHbMHqzanMzSlN5FhYTU27bTb2WvIIPwz53Y8q8/q1ZCcXOHe+ic7h61xMVwZHsaV0dFcExfL+U4Hr7nLKb3jDutGv7OzbBnssUfDto2MtJIT3nILHHGEFS/WGA4/HH78sfF91NTNH3/ADTdYorQrxqd1QXSR0hrIz88nMTGRf9swmPDYY48lJSWF/xqR+0PTcLKy80h7+HVuv/F8+qYkAzAPGLJ5M+mRUfTt3r1xDY4dS+zKlRSNHElsZAQFpaXER0XhAB48djzPvfQx89Zswthvd5597EZ8fj+r09MZltIHZ/oWKzjYE8jcoxQ4nTBmDOy/P2P2Gc5PT79Nn/32JDsmmqQWvRLN4LXX4KGHANheUMAv0dFc5HDw/U9/0a9vMoMHptAtLIyzPB5ejovj2kmTcEydCmec0c4db0WmT4ebbmqbYzkcYLNZ6QPCw9vmmDszixfD++/D/vvDk09a+dbuuw8OPti6zg2lvNyKv1q82Poe33rrjkHumg6FFj41kJOTQ48ePRARcnNzSUhIaPVjbtiwgYEDBzJnzpxWP1ZXY+26LTz38ic8ev/VREdHUgosAzZt3Mi+ffuS6/UREeZsXKOHHEL81VdTNHIkfRITWLU5nfioqIq3r73idPx+PzabDa/Px+otGQzr2wfnb79ZP7B33gkREZXtBVMePP88FBVx0B5jKVyyii/33YPJ4TVbh9qUP/6wgnfDwiguc/GLUhwWGcF7r00juUd3li7/j8+/+p3cvEJOO3ESk4ak8Or48VyRloZxxBHQrVt7n0HLY5rWuIWMO0BecTGxkZHYm2i99fh8LMjYxi7xsfSofgM99lj45hsr2FnTdLZvh48/tmYkBsdpwgRISmJwaiobJk+uvw2/3wr0z8+3XJZnnWW5PR94AA491IoF1HRItKurBoYMGcKff/6JYRh8Xts01Bbm008/Zc6cOQwbNqxNjtdVmPf3Cl5/5yvueOg6fouO5H3gB6AH8L9p08icdCi9ujfhphwRgS1QlsAQIS4qkvxqeWxsNhuegOjZNaU3zpdegvR064cxVPQE2uPgg+GOO+Cuuxi/eTX2e9KwZWaS1RECWj/7zJqdBCwpKCAsPh7fiv/weLyccsIhnHnaEdx960U89fD1zJ6zhMzFa9g9v4DPrrnGepreGZk1C8aPr7KqqMzF114f3+bksjUvv97cTtVxlXv4KTuHJX378IXdzoas7KobjB4NCxbUvLOm4bzwgjWbrro4HTGCLWedxaCXX7byVNVGWZkVsH700Zb7cu+9rfU9esATT1gxXAHraGehBCs9R1dAC58aOOCAA7jwwgvZb7/9WLFiRasfLzs7G5fLxYABA3jsscda/XhdBb/fz+trNzMi7UqWOuyMA84BTgYGezzI9u3khUcQHx1VT0s14+rVi/BtVoHSPgnd2ZqbX+V9j9fHv1sy2LVvHxwPPWTdtOrI51RBdDRy2224Tz+TI269nW83tnPyunnzrOr0hoGr3MOy2BgOd5fz2tvTueby/1XZVES47cbzWL8xg+y5KzAMg5WDBsFff7VT51uRn36Cww6reKmUYl5+Ab26xZOS3IPpUZG8lZdPkadhxUj8IvyWn0dpcg+uMAyOjIriu7hY/knPwAwKKJHKGV4difLyzhPMvmaNJVCCqRiq4UlIYP2ll1oPKDWFHmRnV9ZR2223mo9xyinW9/3991uu361EKfCxaTJlYwZ/ebtGaRQtfGpARLj77rt5/vnn+fjjj/E08IerqXzwwQeceOKJvPnmm+zR0EBJTb189ecShu43knNFOBKosOv4/XD77RRecAHd60tYWAd5Y8bQPXBDFxF6do/n3/SMyiVjK7v2TcHxxRcV8TuN4bhLTuflAaMY9fBD5Nb19NnafPGFlbEaWJebS1xkJE88+Q633XBurcH4V1xyCuXlXnK//4u5J55E3kcf7Vz1ptxusNutJcDGzGzW9khkkgj7AFeEhXFot3heL3Nh1mO1M0XYHN+N0uRkTjMMBOgPnBoWxu/JyazODBn/Y46BGTNa5bSaRG6uVZvsllvqtpJ0FF57zSolVAdmZCQ89RS89RbMmWOd46xZVqLKBx6w8i/VF5x++OFW+oLly1uw8y3LD0rxxLot/PHQa+zx9wo+XrW+82SObwZa+NTBsGHD2HPPPXn77bdb7Rjl5eU8/fTTOn9PK/Ctu5xLBvapulIpuOce1MUXkxETR89u8U1u35OURERGRkX17ISYGIal9KlYRg7ohyMjHVaubJK/3+GwkzJsIK7JV7P9zjvb54k6Pd36gbfb8fn9LA8Lw7FwJXvsvgspfZLr3PXs049kxNCBZH4wg2/PO4/il15qo063Ad9+awmQAKVuNysdNkY7HLz/wQxWrd4AQD/DYGxkBJ/nF9TalM/vZ2tMHJmxMZwqQmjWrx7A2Q47M8PDKt1me+wBS5e2/Dk1hQ0brIDghx+GRx+1/t++vb17VTvz5lm5k2qZVVkFu93KtbRyJbz3nmXVOuEEePZZiKmntE2QG2+0hFZRUbO63Rr87fHy6XtfM2Z9Os/ddSlnnnYEYb/9zeeunb/2nhY+9TBlyhTuu+8+8vLyWqX9xx9/nL333psxY8a0SvtdlW05BYTFxdAtdIq6UnjT7id9/HhWxcTRq3u3uguSNoCtxx9vBSTXhM9n+ftvv73J7Z9/1jF8MeMP5t95J2W33FI5E6yteOcdOP98ADJy8yiJjWHx1zM55YRDGrT7gfvvyYX/O4rMFZv4u6CQwo5yw24uf/4J++4LWC6udduz2Na9O8aS1ZSWuZg1ZzG33/sC69anc4DTSX5kBP8UFO7QjFKKRVu3sTYpgTGbNiFAebmHu+9/mS3pmQDEA7aIcDKC4knEiglzudrkVGtl4UJ4+WUrhis21hIDjz9uiYWMjPbtW00oBR99ZJVXaSgicMklcP31lluzd+8GJaStwGaz6rfdd1+HmirvB979dwM3j92TIw/bv+J38MYzjmTOvOVktm/3Wh0tfOph9OjRnHbaaVx66aWNDlSsj/nz5/Pss8/y7LPPtmi7Gnh++RrO65VI/vXXk3PjjeTceCO5115H9p57kjRpEsP7pTTLzRXE1b+/9UO4cuWObz7zDFxxRcOeLmshPDyMlD49GC5Ovpp8KaSltd0PaFmZ9ZTbrRtKKbZ4vHTz+IiPi26UYOyZnMDVZx7Hpr3GsOChx/hhzqIW/y61KYsWWVaDwDXIKy5hQ1ICBwPvfDCDyy46icsuOpnUOy7m6+9m8/FnP3F+RAQz7DaK3VUdCWu3Z/J3z2TGbtyIAPn5Rdx057Ocf9bRPPbMe2RmWTmixjmdzPX7K3c84gj4oR2ruvn9VvzKI49YU7iDREZa4uehhyx3YEdixgwrGDnwMNRmNpjERCulwzPPtHjTWdl5vPT6Z1xz8xOs/ndjg/ebXlxGxNxl7Dq0f5X1PZMT6LP8P6YWd5J4raailOqSy6hRo1RDcblcasyYMer2229Xpmk2eL+6WLt2rerdu7f68ssvW6Q9TSV+01QXzlqoym68UW1btLjVjvP777+r33//XSmvV6mrr1bK57PecLuVevhhpT79tEWOU1rqUnfe96J6yeVSW7/6WqmXXmqRduvl1VeVWr1aKaVUVkGheqfMpZ577yu1dt2WJjXn9fnU0gWL1J/nX6iueuVT9dGnPyi/39+SPW4bbrtNKY+n4uWyzenqbdNUH37yvZr95+IdNr/3wVdUekam2uD3q6cKi9SsbdvVqi3pasXGzeqNklK1WVmfpamffKGuuvExlZ9fpJRSqqSkTF15w6MqJ6dAmUqp50pLVVFpmdWo36/UHXe0/rnWxqefKvXnn7W/v2GDUlOmtFl36sXnU+q665QK/H6vNE31YEGRetHtVhnVPoMV3+sG4FVKrVVKzTBN9X/FpWqBy137xlOnKvX5503rfzWysvLUDbc9rZ549n21YWOG8nq96obbnlbrN2TUu2+JUurS2QtV/sw/lLrpJmXee68qvvU2lXX+Baps9mxVUlKmrnr/G7W4RXpaFWCB6gD3f23xaQDh4eF8/fXXzJgxgxtuuAFfM4M0Fy9ezIQJE7j33ns54YQTWqiXmiCfrdnEOV9NY9uYsSTvtWfrH9But4IlX3rJiiG45RY4/fQWy7USGRlOUmI8B2QX8PH48fhsNmtGUWuilDX7JZBeIbOwEMLDSP93E4MHpTSpSbvNxoi99yT55JO5pHQLRXvvxg13PMMPP8/tPBagTZus2loOBwCmafJfeDh7uctZvHQN4w7Ya4ddbrvhPB575j36i3BubAz+nsksTOnD/P59GREVSV8gY1sun03/gycfuo74eCt+JCoqgofvu5J7p7xCUWEJA8PDWRF0lxmG1Ye2dn2C9dmYM8ea6VcbAwZYlo6OMvX+vffg3HNBhCLgw/TteF/7lLzXPuPLnDz+r6CQAnfjwnrLgWc8Hv5K38r6r3/B/cFXvLt+M5sLS2re4fTTrVliNRWrbShK4fvnH3456xIejizmplMmMKB/b0y7nUfuv4pnXvyIjK1ZdTbxdk4+h0//mviZv5J5x52svOgS3HfeSfc3Xqfs3feIKshjL5+fnwLWxp0RLXwaSFJSEjNnzmTVqlVMnDixSVmdfT4fTz31FIcffjhPP/00l112WSv0VLPlu+/ZK6UnUYcd1uwYngYzcqTl0vrnHyv4ceDAFm3+kvNP4NO3v2RUVCRfn3gSzJ5tHau1mDatIni31O1ma0w0iZm5DBzQu1nN2gyDQccdQ7KpOPjnb9nn4etxAbfc9RzezjCV9q23qqQkyCosIjc2mhkvTOXaK/5X4y6RkeGcfvJhvPXe1yQCE4CzgQuBMVgFcz/9cjaXXXg0YdUSacbGRnPfHZN54dVpTDQMlkZF4g0+eB1yCPz6a+PPobTUcsHefbflkvr558YJqO+/h6OOqn+7Sy6Bd9+13KXticsFq1bBqFGYwIu5BfScv5T7br6Iq845jszXPsf7yzw+LittlAD/3Osl/Kc/2frpL5w1bl9uuuwMrknoxiNbtpK+rZbZbTffbLkIt25t3DkUFMD998M99/DtA08z6o4b+PfKK1j0ySf8c9ttzJo5k8+dDu5Pu4qHnnibrOyaY1LTgYgHH+WEgT0ovPEmyrw+RvTvS2JcLDabDfe99+JOTeWCkyeydtkaOljShBZDC59G0K1bN7777jtOOeUUDjzwQC699FL+acDNp6ysjHfeeYeRI0cyY8YM/vrrL07VmVdbhfT1Gxg+7y+2nngiPeLbOG385Mlw0UWNC35sINHRkfTtk4w5dxlbo6PYcP0N8N13VjxFbbEUpaXw99/Wja0xSRDz8qzA1QkTAEjPyWVbXBzLPvqO006c1OxzERF63XQjSSkpHH7pZRQO7c3xV5xO6pRXO7blJz/fsrSEFC7OKilBvD4MkTpnuR0wdg+2ZeaycVPVG57X6+OeB1/h4nMPx26vOTVAUlI3SkrLcHp9hEVFsilQG67JRUsfeMAKuH3wQbjuOsuCM2VKw/ZVyrI2HnporZus35DBrXc/z32PvMGzzp78eNyZfPHV7+03tq+8ApdfDsDUkjLU3MVccpwVnB8fH0PaXZeyd48ENm/LZXUds+9C2aoUm9O30cunuPWGc+ne3fqt2SU5kbN7JvDYmo0VM/uqYBjWdX/qqYbVXTNNa4LBY4/B5Zfz+b6T8Jx1DnMPGYc3MZGRN9zAiIcf5tC8PI6/9Vamu8q4+sFruP+RNyqC44NkuN2svOYGdo2Nw37lFaTn5NI/uWpBnN59erPxkkux3Xcf3VZvYFZgxurOhi5Z0VBmzoTp0zEuvZTrr7+ec845h+eee44jjjiCuLg4JkyYwO67707Pnj2x2+0UFRWxfv165s2bx+zZsznwwAN57rnnOPTQQ9vOCtEF+feNd5Bzz6Vnt+bP2OpoTL7wRKY8/hYHR0UybXBvrr/hBhybNlnZng880Hpq/+8/K/BUxAo0HT7cqut0661WVfkzz6ySe6ZGHn/c2h7w+ny4xSBShPy8QhISWk5Mdj/mGPzjx3Nsaior+vXnwIP24annP+Sma89usWO0KG+9ZQnbAD6/n7WRkWT99Bfnnl5/uoKbrjmLO+97iZQ+PTj+6IMYPCiF1Cmvcv2VZ5C+ZV2d+55wzHi++nYWB5xwCItsNgYrhQRzKPn9Da8t9f77MGmS5a4Dq9zGYYdZou777+tPuzB7tpWtupbv1tffzmbhktU8eO/lOJ2WO5A332Tl37O54Y+FnHbSoRy4f+PdzyUlZYSFOXE4GnnLys2FwkIYOJB/vD7mz13KjfsMJ8xZ1bI24aBRzJjyGt9ecRqjgLp+ORQwtbSMok9/5ORbLt7h/QMTE1g/0uC9n+cxcWsWhx1SbcZuZKQ123PqVEuA3n67tS4Utxs+/9wqY3PGGXD++Sz/Zy3/rN9CrxvO4yigIlGHYcBJJxE5YQLnPPIIfx90EOMfuYHHprzKteccy5Bd+rF50SLWPvQY5lEncsDFZ5BXXEJ8dBRGtXEUEXqMGE5W8ZFc/tufvLYhg2OGDqj/OncypEM/YbUio0ePVgsa6n+eNs0yTV52Gbz5JmzZYj1B9OuHaZosXLiQP/74g1WrVpGVlYXP5yMmJob+/fszatQoJk6cSGJiYuuekAaA7867iD733csegwa0+rFmzpwJwMEHH9zqxwqilOKeB15h9LnHsb5bNMc6HQyNiIC5c6F7dxg8GGWzUe71UuxyU+JyYSrFgOQe2JYsgQ8+sGa2TKrFcvPTT5ZZPVCeYsP2TFYkdMe5egMl69MbPI29sRQtXcbCn36k27JV2ErKGHnp+ZYrp9oNqt2YNct6+LnnnopV6Tm5fB8Xy9oHX+WRtKsa3FR2dj5ffTubf1at56TjDuagA/eu97OklOLWu5/nsSnX8nJ5OSeXuUjuFm8JkZycigSTdbJqlVVUtbb0CrfeasWnJdVRFvemmyxhbFR1Fvh8Ph57+n0GDu1P3AkT2QrsE1gA+O031PTpTB95ALPXbuOYIw9k4vhRlQ8nSlnZqO12iIzk3zWb+OrbWRSXlAEQHRVJXn4R/fomc8HZxxIZ2YAirX6/dT533olKTOTqZf9yNiYH7FFztuWt27J54p+1jEqIIKWosNaxmOX1Mm/+Mo5N6M5uu9bs0vYrxdNFRUT+OBdbcSmXXnjSDg9iZWVuZn78NZFvvkF4bDQD+vUiafhQjJwcy9Jz0kmwzz4opXj97elsLy0j6coz+J9hUGdJ5S++wLVwIeuBdZu30zPMyRqHkwNuvolBg/oCsGLTZkb061vrw+HKzVvY9eWXuH7Pcdx9+tH0qOt4jUBEFiqlRrdQc03vhxY+9fDSS1aBxTPOQCllfVBKSnA9/Qzr16fzef+RlBu2igeg5B4JTDp4dK1fCE3roYqK+PqOexk7Ja1N3FztIXzAKsVx+70vcMQJE8kc1p8sEQZGhJPn81HisUzTdpsNp8NOpN3Obn4/9q3b6N8jidjISCvQc9s26yYWaikoKbFu7E89BSIopVi1JZ0F/fqybsqr3HHT+YS3YsFUr9/PyyWllM9eyHHbtzBsyzorF9KRR8JBB7XaceukuNi60Q8dCmefXcXSsWRLBvNjY/F98gNXTm6e67ohn6VX3/yCCQeNYuMufQnbtp2DewesNjfcYOXSMeqIXHC5LBHwzDO1W/wKC618M4Hx34GPPrLKPFSL71FKcdeU1xh08UmE9UriUKAXMBdYA5wIxIJ1LR95BNPhYN3azWzYuJXEhHhi46IxTRNPWDgFWbl4CgrpltiNoaceT9S4A6BfP9yBoOS8dVv44MMZ9EvpyeQLT6z9fLdvt9x3V1wBw4fzRU4+61as4bpxo3HU4lIEePy5D8g9bhyHbtnMoeN3/My5lOLpvHzMN7/k7lsuqqGFSnLdbt70+9l70Wp+/WUeuw8fTHZOPvkFxXi9PiIiwjhi0lhG77MbWdl5/D5rIRsXLMXtDCOpb28mHjSK+PgYprzyCYMvOpnkvj05HmhMEo4ir5d3Z81n8kH7ERawwGUXFuE3zTqTt5a6y8n9ZyX/TnmS7Pdf46zIiFq3bQxa+LQgInIlcAvW9+0f4Hql1Oy69mmQ8HnjDejfH/OQQ1i5dRv/OJ0kIfz15e94cws4cXhf9vj1W4xjjrHSkwPbtufw4mvTOP2Uw9h9+OAWOT9Nw9j63nt8hZPJZ5+Gra6bQAvRXsIHrNiQGd//yfKVa/H5/UTtkkKsz2RIn54MHzaAnskJiAhe4Eegt1LEbs/EEIMByUnIypVW8rkzzoDMTCsD76pVVp6gPpYRfXt+AVkOB5nh4cx86DUevPfyVj8vBbxUUsrWL37m3tOPxmm3WVW0ly+3btytXeXd74fNm2H1aut6ZGRYx61WnqDc62VGSQkrfpzHZRP3JblHQrMO25DPUnFxKU+/8BG33X4Jb5aWcq5hIzoi3EqmmJEB/6s5uBqwxvWii6Cv9cS/dVs2NptBQvc47KFCaPZs67yrl3SYP986zg037ND0C69+SsGRB3CQ00EPnyW8wx0O+vdIolSEz7CCuHcN7lBaWlHR/r+1m8nJLcRut2G320jp3YOkpG5WNvSlS1FLl5KxaRO5QIxh4MZKvpdbUIRtSyYHnXikNZEgOdmyeMbHW9a5776D1FSIisIDXDVvGbf2SWRISt3B+S6Xm/Off5eJx4/nrL79iIuqdEH5lOKZklJKPpzBjWceQ2xs/RJkYXYOS+PiODq/iMLCEpIS44mPj8EI/D6VA78B+dX2Ky4uZeOmbRSUuRi35zCODnMSH3hPKcW2vHwKS8uIi4okKS6uTjEXilKKfzZvqdPaE2TV5nR6PPkUT596Bg8ctF+d7r+G0lGET6eP8RGR04FngSuBPwJ/vxOR4UqpzU1uODCd133uuSxNz+Dv3r0o/3kuC1xuBh5zIJFJiaxyOlh9/OH0mT6dxNtuwzVoEPmnnMKJd07mldue5uH7riQ6OrL+Y2lahC2z5tDjiivbRPS0Nw6HnROPO5gTj7NulEopMrPyWPXvBj6b/hsbN23lgXsuIyIinGOAaSLs3asnccUlrNuWyS4jRljJ5379FQYPtlxfcVWtZHnFxazsm0L4z39xxKS2ySwuwGXRUTx89Hhe/PR7rj/7OCsu6bDDrJIIY8Y0zK3TFJYuhVdftTIyDxsGF1xg3UxrYGtuPgWJ3SlbuY7kBsT3tAQxMVF4vT5Ml5v4iAjWbdvOnn16W/FdN91kFcasKdZn1iwYNAj69qWoqISn/u8jfMMG4IyMoCwzB4pLkbxCrr/idJIPOsiqt3XPPVbsWGSk5eb/5BPL8lWNr2bMwr/HLuyZ2J3xIVaBgpJS/tu6jSG9e3GeCJ9ije0wqBA9AEN26ceQXWo4WYeDrNGj+Wb0aPYG9q72tgt4ePU6/vvlTy5yuSxhlpdnxSrtsov1WQnc2J9Zs5Hxpo/BfXrVe40jIsLZ1e1iQ1YB3yX14DDTT0JMDD7T5PniEhIXr2ZAcmKDRA/APokJbMnMYkWPJA5NrhTHPuBXYDtwOLBD1a+YKNi96oVRSrEtv4D84hJ6dY+nV/c+FJaVsSkri3Kvj0E9k4kIq9s1vC0vn57x8Q2Kf4yOCCfshuvY9/ZUNh60HzuTD6PTCx/gRuBtpdRrgdfXiMiRwBXAHU1udcECSncfyeLsHP5J6YP/nemM2qUfE44ch1KKTVk5lHs9DOqZjOPEE+HEE/GsX4//7bfJz85m3xuu475H3uDxB67e6YJsOyQ+H7k+PyOS6vR+77SICD2TE+iZnMDE8aPJ2JrFTXc+x123XECf3j04BXgPOCwmmmivl/ScXFISE+C442psL7e4mKjISHwizPtjMVNSr2izc7EB1yd0476xe/DX4pXsv/dwKyfMI49YBVOffdaajdSS/PmnFd/0/PN1u4wAUykKvR7KC0sYEoiZaCtOPfEQpn35K4efeTTfRUYywu/HbrNZlruPPoJzzqm6Q0kJfPEF6sknmfbFL8xbspoht1zIHtGRdMfKXpwPrCv38NKz79M9JorLLz4Z55gxVizQ6afDhx9aoqfa79iiJatZl1+AbeK+HFPNFRIfHYVfmZbI7t2T04BPsMTP0Aac5xxgC9a0/5qcqxFA6q6DSTPhyaw8bjr7sBrbySr3sDEnj/N2G7RDIG9tHDJ+T954ZzrlN1/CtJQeHJ2Ty9eGQfx/m3GvS+eCi09uUDtgfS8PjYvju8Iipoa4ljzAwViipz6UUmzPLyCvuISe3eIZ0b/yMxcfFUV8VBR+02TV5nQG9UomspZM8SVuNyUuN0PrsXoF6dmtGxs8HpK8Pmb/u5aBw2pSqHXjcrnJ2JrNP/lFlM+f0+j9W4tO/WgsIk5gFJY1P5QfgTqyazWAr75i/kEHsa53L4bNXUa4Ukw4aFTwuAxITmJAcg/WbtvOluwclFI4Bw0i4uab6X377Zz0yMOkHLc/r3zwbbO6oWkY6s8/2TBqtBXwqaFP7x48+dC1PP1/H/H3wpUIcBbwDRDVvRs+v5+cWgonlrjcZBUUsi2hO7uVlhEdHVlhmm8rooGrB6TwiTLJKwrJJnLSSVbOpClTWq50xw8/WAn5UlPrFT1gPTVnJiWy/bs/OOm4tnVz7jlyKIuXrqGHUvhiotkcnNq+776wZElFwdwKHn0UbruNF1//DNUtliFpV3FSdCR7lpcz2O9nX6yb7ylhTlJuvYgJk8Zyy93PMXNDphUPtGpVpeUnhOnfzOSXPxbCCYdwYWREjW6QhJgY4qIi2LA9EwH+BywCVtdxfl7gQ6wn8tOxRE+p281/W7fxb3pGxbImYytej4f7hw+mPDKcG/9YTHloSQ+g0DS585+1nBwTQXIjYv5EhIvPPYKimQtRc5byXkw0zowcChes5PJGiJ4g0RHh7O/3M3rrNk71+zkDOA/oX8c+plKUlZezNTePlZvTcdjtjOjfl4TYmouj2gyD3fqlsH57JmU15E3y+f1s2G6J0IbisNvw+012eeR+kh5/gsYUICkoKObuB17mjp/n8mq5B+esX9jP33HydHVq4QMkYj0gVq+plkkN1kMRuVREFojIguzsWhJMAbjdePx+liYlcXhWHjNmzOLSC3c0r4c5HOzWN4XoiHDWZGzl3/QMVqdnsKbMRdgjj3LF559SKC4Wr0tv1klq6if3hx/I32vvKj75rk5ERDiPT7mWTz7/mdzcQuzAGcBnQP8eSeQUFVNUVlZlH7fHy8bMLIal9GGNCMu++JVTjp/YHt1ngM3G+OQePL96PWWhWXUPOcTKI3PPPY3LT1QTc+ZY8Ty33NKg/EtKKQpKStkaHk75f5sq8re0JUcdvj8zvv+Tfe12lgWC0AE47zxLvH3+uWUZe/552H13ZixZi9m3J64J+3K+UhRv2862vHw2ZmaxeksGq7akE1ZaxsnA3KH9eejRG9m6LZs773+ZvJNPg5TKTN0+n48HHn0Dn99Pn9OPYEJ0FHXVKU+KiyMyLIy1W7eBUpyOlUTvHSA0DsEFzAPeAg4F9vH72ZSVzarN6eQUFdO/RxLDUvpULAOTk9mSk8uajK3cvM9uHNujGxfPXcairDxM4JV1W7j21/mcgsm+g/o32uouIlxz+f/o6fGTnfoiOT/O4fqrGlHctBopiQn0TujOmoxtpOfkopTC7fGSV1xCek4u/2VUFXZrM7aRU1hMRJiT4f1SSKxF8IRiMwyG901hw/Ys8opLKj4XSinWZGxlSO/ejX6A6R4Tja1nEqU5JfyxfEW92yulmDrtRx5+5n1633QBVx43gce2b+KocDsDrmk7q3F9dOrgZhHpDWQAByulZoWsvxc4Wyk1rLZ96wxunjqVOUk98Bx0ENPueIZH77+aqKiGR7V7fD7Wbd1ObEQ4cf/3PE+lDOHeyefUv6OmaSjFvMlXsPXKqzhpn5Ftdtj2DG5uDPn5RTz85Ds89uA1ACwBioFxSrEpK5uy8nISYmPpHh3Fqi0ZDO+XQqHNxh/AX/e+wCP3N3yqdmvwzPI1eP1erh0xlLBAqQjACnj++GMrIV9T3MluN9x2m2XZaOD+mQUFrLM72JJfjG/OEs5uofiexnyWlFLccPvTPPnw9bzu83FUYRH9kgLpMtassWZwKQV2OysknKlzljB08qmc5vWyLmMbfZMSqzwgKKVYvSWDlKQEVEQEHwHnAOV5hTz70sdVjp2dU2DlHYqLIKd7N/5XX06oAAWlpWTk5DEspTd2mw0vVlDvVizrTgQwEkjxeEjPzsFUipSEBCt4uw7KvZZQtxkG3aKiuXPecsoiwxnjLueQISnEx0TTu3vjAuKrj8W27TkVkwVagrziErIKCgl3OogICyMyzElkWFiLxSaaSpGZX0BBaanVZwVJ8bEkxNQvnnZoyzRZk7ENo9jN1vtT2fej94iq5TqYpsmd973EpCP2Z9OB+3As0HPpUvjqq4o0EDq4uWXIwQryr54yNRkrbqxJmIsWMfeee/C/9DHXXn56o0QPgNNuZ7d+KeQUFrHx/As45NY7WHDsEYzuVUd+DE3TWb2aVX36Mi5Z50qqiW7dYjl43N5M/2YmJxx7MHsBU4EcEQYk90ApRW5RMWsytjEspTdis/EZcMjWLDb3bv/P7PUjh5I2ZwmvrNnAFcMG4QjebEeOtKZIP/003Hhj4xt+6ilrllIjbmg5hcX82y+Fzf/3ETc2wwLQHESEk4+byBdf/cbgEyexRoS4wAwfhlZG0GRn5/PSa5+yz+2XcExpKetz8hiW0meHGUAiwq59+7ByczoDe/bgrLAw3gfO7R5H2l1VZ3cppdhQ5mIFcE0DRQ9YsSjhDkeVOJTDA9fd5/eTmV9AUZmLbQ47A3r0wNnARIVhDgfDUvrg9njZnJ3NTcMHYLcZeP1+K/6yEX2sjV49W/Z3pXtMNN1jGjMpvXEYIvTq3o1e3bthmiZlHg/R4Q3Ie1RTWwExtsuuA/m7z2A877zH4Rect8N2wfxip551NIt2HcipQPeMDKtkyeOPW671wppd6+1Bp3Z1KaU8wEKgemTbYVjxcY1nyxY2JibS1+vH7S5n6JB+Te5fYlwsQ/v2JfHUk1n8+ptNbkdTN+rbb1k9YSI9G/lk15U45shx/DV/BXl5VpHLk4AvABPrxpcYF8uI/n0Jczj4HDga+Oqzn/nfyc0vUdESpB6wF5szcnhz4xa8vpBYjgMOgCFDrLT+jWHRImvG1oABDd4lt7iY0vg4kt3lKFMRExNV/06txPhxezNn7nIm+P0UJnTnt+KSyhpeWNOh737uA4bffCFHFBWRX1jE8H4ptU57FhF269uH9dsycXq9nIkVDO+qtl2ZUnzs93NZLXE9dRHudDK8f1+yC4sqQwO2ZLB+eybRERHs2rcPg3v1bLDoqdq2g6F9ejOgZw+S4uICAq+zP9c3H8Mwmix6gvSIjyOroJDTHr4b/zffkV9aWuV9pRQPPPoGh580iYW7DuRMoLvLBQ89RMEdd7A6Yxvrtm0nspn9aEk6tfAJ8BRwgYhcIiK7icizQG/g5aY0pj76iO9PO40Vr07jqmYmJQNwOuyET5zIkGVL+SujyUYoTR3kbt9OZFQUUa2YXG9n4LYbzuXRp98DrKDRScC7QEHINnOBlMCSlZ3f7Pw0Lcnjh+3Pun+3cOf6TSxOD/kuHXecFevzzTcNa8jrtcpPVM9VUwfB3CmrYmNY/faXXHRuzbPh2pIzTj2Mj6f9xCki2JIS+DwvH6UU2e5yrp65gH1vv5jDCgpQXh+79O5Vr6vGMAx27dvHcm243ZyJ9fn4FZiNFYPzksvF+U4HYU10+9gMgwHJPSpidXbt24ehfXoTFxXZIq4kp91OTAsl29NYdIuOIr+kFKfTQfQFFzPvrtSK9woLS5jy+FuMPnR/1uwxlPOAGKXg3nvZdMlkikwY0qcXw1L6ENuBxqXTCx+l1MfA9cDdWOEL44CjlVKbmtAYudu3ExYRTVxUZIsFLvbvkUjMlVeQ+fCjNDMUU1Od0lJWlfvZw27otAH1EHR5fTbdqug9GDgZ+AX4CFiGNYV4f+CvecvZZ69aQ+TaBRHhsWPGc21CNz4rLuGK3+bz+tTvWLp8Dd5zzrWSMH73Xf0NPf44XH11g2ZwAeQUFvHPpi04e/Sgu89P9vZc+vVt+OyY1mK/0SNYtORfXC43x9lsRMfF8nBRMQ//8x8XDE3hgNwc4p1O+iY13FVjt9kY0S+FjJxc3AWFXACMAPr4fLizsjnaVU7vDvTkrml9RISIMCfFZS4OOvZQit1ennv2dW56cSovvjOd8acdwfbRI7gAK1aL558n/eAJRAwcSL8eiR0yr9pOYQtUSr0IvNjshmbP5s+xY/nv9c+554Yd/ZhNRUQYMGovct99n9krV3Lw8OEt1naX548/mD9iD07pXXtlbE0lRx9xIPc++ApjRo8gpU8yscApQBmWtedkwOPx8tG0H3nm0R2z9HYE+iZ044Hu8cyLi2LOyCF8tTWbz597n+JsPzdn/01vrxeOP77mnZ98sjJBYTVMpcgqKMQfKPIqQH5JKd1johnRvy8fiuD6cAZn/e+I1j3BRnDtFf/jyec/pLzcg2EYZOcWcPM1ZzNoYJ/6d64FwzAYltKHLdk5ZGzLxFQmpqkYm5xUNbhc02Xol5TIqi0ZjOjfl6OffJi8Z56lPNHP0isuJU+E8wGbx4N66y0yEcIPOojEuNj27nat1Ct8RORQpdTPbdGZ9qZwxgw2X341g0oWNDqguT4SYmOIueoK3A89Sun779B+0QE7F/6//mLr0SfSs3t8e3el03D7jedze+oLPPPoDRXBi5FAsPzoUy9O5ZrLTmvz3D2NQUQY06snvbNzyOzVjX9vPJ8E02TqS5+w58ffMKG8HFug0CpgzXJ67DHYbz+YWHV6ftCNlV9SSs/u8USHh6OUQqFI7haPyzD4ENjFNPl0xVouOeuYtj3ZOujfrxd332rVjPL7/ZSVuVss9qhvUiJFZWU47XbCO0qxWE27YBgGCTHRZBcWkRQXS9Rdd8Dcuexyww1WPbSvv0bl5LBlwkSiDjygSTPI2pKGWHx+FJGNwBtYGZIzWrdL7URJCavsDja9/w0P3z65VQ6x1x7D+anPAGZNn85RJ5zQKsfoamzILaCfEv3D3AgiI8O56NzjePG1z7j6stOqvLdi5TrCwpwM2aXpQf1thYjQr0cSsaWlRGzeAn16k331mXSbuC/v3ZrKqX/NIzomyiphsG6dVZajWrHTorIyNmfl0DuhW5WMuGDVDZuNlW/meGDm939y7FHj2ur0Go3NZmvxgOvYSJ0XS2OR3C2efzZvITE2xgorGDsWdtvNKnp89tmsR4iLiuzwogcaFuMzAvgcuAbYKCIzROQkEWlYVbROQt7HH7N4v/05cdL+OJowq6AhRDidDLz0QsLeep8NHk+rHKNLkZnJMkcY+3dvvamhOyt77TEUpRS/z16IGUgC6PP5ePmNz7ly8int3LvGER8VxdA+vSFjKweUlfH3iF048pPXuVX1oPD6m6z6XmefvYPoyS0qZltePiP696V7TAx+LKHzYciSgJXTJtzj5ZeZf3PwuH3a+vQ0mg6BiJCSmMCWYLZwsOr7XX01Gw0b0RERJMZ2XPdWKPUKH6XUKqXUzVgTPU7HehD6BMgQkUdFpGNFQDaRVYuWYHPBuAP2atXj7Nq/L+XHHMfqx57Qgc7N5ddfWbnfGAb1aP9cM52Rqy49lcysPO576DXuvv9lJl/9EJdffHLVat2dBKfdzoh+fTEKi5mYncPXkeFcnXoFdz34Cq6+/awp7yFsDyR4G9qnNyLCf8CbQC/gTKzyHmdjPfVtz8zlxjue4borztAB9JouTXxUFKUuN0VlLopdLorLXGzMzCLM4WhUWZD2psG/cEopH5bl5/NAxuQLgAuBm0XkT6XU+NbpYuuzfN7fZMV2Y/LpR7f6sRx2G8OOO4LVl13L7IytHNynYQXjNDuSs2ARvjPPa9VkYDszhmFw+imVKbC8Xl+rWTvbAhFhUK9kcoqKGLslnUV9enPyHZdwe+oLPPnQddjtdnyBUggOu53BvXpSCkwHegAXs+OT4F/zlvPZ9F957IFriIzUs5k0mkG9kq1khIEJALGRkZ3uN7hJv3JKqa0i8iJW5vv7gANbslNtwdbtOUyd9iMjdhvEf2+9y143XNdmT3P9eySx7abrKbs7lfVvvcagNjnqToZSrMwrZEyEs0MH4XYmOrPoCSUxNpaYiAgis7KZHRbGntedzT0PvcrpZx5JREQYfRISiIoIZyaV8Tuhz6q5uYXM+nMxC5espmdyAo9PuVZbejSaAGEOB30SO05+r6bQ6F86ETkUuAg4EXBjpQB5vWW71fr0Sk5g5O678G12PofZYeDQwW12bJth0G+3IayMS2T+fQ+x4e7bmFRLRtWuRGZWLkpBz+QGfKnWrGFdSl8mJupszZodCXM4GNyrJ4OUYla4m4LrzuH/Fqxk715JHJASzkLgACBYGWvT5m1M+/JXcvMKSUyI5+Bxe3P8MQdhs+nvpUazs9Eg4SMi/bDcWhcA/YGZwKXANKVUY6rVdxgixo1j3rCBnPbVZzgOP7zNn+hSEhMovOEKRrz3IV9ffzczr72cu4f0w9lFnyzn/b2CT7/4Bb9pctmFJ7HrsAF1bu/67ns2jxtHcnx8m/RP0zkREQ6OjOBgIvAcMoa3v/+Dd/5ewQB3OdPyi/D7TcrLvfTv15PzzjyapCQtpDWanZ2G5PH5GZgAZAHvAG8opda2cr9anfDSUk64/Arcxx1Hz6OPavPjiwh9ErqTe9H5XDHtU/748Ucm5+3H2K3ZXHDUOCLqqUq8M/Huh99SUFjM41OuxTRN7nngFU44Zjxj9t291n1WL1/JgElHEBGmp7FrGoZThEuPOojCwhL8fj9xcdHaoqPRdEEaEhxRipXQta9S6o7qokdE+orI463Su1bkwi+/JC7tPvoce0y7pdTuFh1NTGQkm844k3GFWbxulOMeP4o7p/3E0//3Ubv0qa159sWp9EjqxrVXnM58EWbabDyYegW/zVrIj7/MrXmnsjLSTcWouM4VUKfpGMTFRdO9e5wWPRpNF6Uh09lPUEp9BXwhIl9VX7AmRVzW6j1tYZ7t3x97z/avt5McH4fNMNh6+RU4pk/nhqxtHHfucZiTxvDFV7+3d/dalby8QkpKXRxx2P58rRTFixYRtX4974pwzU3n88+qDcz8Y9EO+5U//3/8feJJ9IzvHDkjNBqNRtNxaIypI7faUgB0B/YErm7xnrUyZgeKpUlJTKDc6yPrxpvgzTc5ZMMGhu82iJnrtlBYWNLe3Ws13vnwW847+RBmvfMuw6+5hv3nzGG3B6cwYf0GPgaOvOoMZv6xiMVL/63YZ9u/6/h22Sr233043aO1xUej0Wg0jaMxeXwurGm9iFyHFfj8bkt1qisysGcPNmVls+WGG+n76CMccuedbL7sVJ548h0euOfy9u5ei+Pz+diemUvh4w8T97/TGXDuOZbLsagIrr2OY+5PY3G/fux360V8lPoi0VERlJa5Wff4Ywx58D4cdpuexq7RaDSaRtMSd46vgLEt0E6Xp3+PJJyRkay97jqcDzxA34hweu4xjDlzl7V311qcL7+ZyUm7JLB9zFj2OmRiZZxVbCyxTzxO+H33sc+27fQzDHa770r+753pfLHsH/bddSAxEeF6NpdGo9FomkRLCJ9RwMIWaEeDVQgusWdPtowbz2EzZhB7/ASmfvYTHo+3vbvWosydv4KopX8z9KQTd3wzMZG4Bx4g/I47SPr+B06wGez6wDWcv2Yx4Wefg8Nu73SZQjUajUbTMWiwq0tEnqthdTJwLPBt6PtKqWtboG9dlvioKMoOOxTffal0P/ZYTp58ClOn/cR5Z7V+SY22YPHSf9k/pTu5RW52j6ulvkufPsS+8Tq5b7+D7fLLuWL0aNxR0Wx2OBjaybOGajQajab9aEzm5pG1rJ8PJAYWsIqYappJr4TubBk5kkNnzeLT8eNZ8e7X7d2lFuPTL37hYv92tl50Ud2JI202Ei6+iKyTT2bT7FmUjBvP8N692q6jGo1Go9npaExw88TW7IimKiJC+Gn/w3fvPcSNH0+vkbuwfkMGgwb2ae+uNYvs7HwSw+xkF3nZr29Kg/bp0S2e4sMOo4/TqWsmaTQajaZZ6GkxHZikbvHkDxjIwUuX0vO4iXz82U/t3aVm88En33OyFLDt1FMJszfc4BgTEYFdJ5zTaDQaTTPRwqcDIyJEXHAB8uab+CLDKSwqxe/3t3e3moxSiu1bsynM2s5+Q4a0d3c0Go1G0wXRwqeDk5CYQEn3BPps2MB+RxzArzMXtHeXmsysPxdzbBxsOOggesfEtHd3NBqNRtMF0cKnExB+3rkM/+BDnPvvyS+/d17h8/1Pf9E7J53E/Q/QsToajUajaRe08OkExA8YgH37NvINg9iYKPLzi9q7S40mN7eQxDAH2Q4ne8fXMoVdo9FoNJpWRgufToCIYCYk0n37do457XA+/vzn9u5So/nw0x/4X4yP9KOOJCo8vL27o9FoNJouihY+nYSwE09kj2nTyB7Qm3Xr01Gq86RLUkqxJT0T9+YN9NtFBzVrNBqNpv3QwqeTELvXnkSsXs02YN9Rw1mwaFV7d6nBzJm7jEOG9iEzMYldY2PbuzsajUaj6cJo4dNJEBFURCRRJSUcfuzBfPH17+3dpQahlOLTL39hv+wNZB57DNER2s2l0Wg0mvZDC59OhPOoo9jjq69Z5nQQGRlOQUFxe3epXj6b/ivHHz2ezMxMhnTrrmdzaTQajaZd0cKnExF78Hji/prDRuDs/x3JB598395dqpPi4lLmL1jJhG5OMnbdlX7azaXRaDSadkYLn06E2GwYYhDl9ZIwoDebNm/v0EHOT7/wETdcfSZ5H3xA2cRJxEVFtneXNBqNRtPF0cKnk+EcP559fv6FOcC4/ffkz7+WtneXamT5P2tJTIin17JFLB89msEOu3ZzaTQajabd0cKnkxF9zNFE//QTWcDRRxzAjB/+bLuDmyb8+Sc88wzcey/ccAMs2DGT9NZt2bz0+udceuokCn74gYJjjiFZu7k0Go1G0wFoeHlsTYdAIiIwvB56+v1k2u0kdI8jPSOTlD7JrX/w998Hux3v6WewqcxLekYmu0+fQfclSzAuvphtmbm88uYXREWG8/B9V2J/8jG+u+UWRmTnktAvpfX7p9FoNBpNPWjh0wmJ3Gtvhs6dx5wDD+Dyi0/m/kfe4LEHr2ndg3q9bPn2J57fZT9itsygf99epPTpwbe77Yv69VcGvXsUK8cfzvU3Xkx89ziYNYstQ4fSI74b8cXF2s2l0Wg0mg6BFj6dkIiTTuT/27v38CrqO4/j729CbiSQEAIECBoU5dIil6orIBdtvYFcvGxFlrWyKira6lbr7rrtyro8j1KtVau2Wi2I6O56warogusFRUUUUSuoYBUvQEISCJCEQEL47R8zuCchERLOmTk55/N6nnnImfObme/vy+Scb2Z+M5N1+x3sHjWSjjkdGT60P6+/8T5jTh4Ws21uu+seFuX1Ye5/XH1gETNtPJSUMHrJErj7t+Acbt8+Xrz5Zk76ZiNFRb1jFpeIiEhrqPBpj/Lzyaiu4pi6Otamp3PBeadxzQ13MPKkwXToEP3/0j07q3jvv55h5vIl7K6vJyMtjZSmxU/PnjBjxrcvVwGDdu+mU2YWKSkaSiYiIvFB30jtVPZRfem29mM+xLur8yUXTeShBc/GZFtL/u5yBs39d8qqq1m7rZI3tpSztKyc50rLqKqrO6D958BfgNyycooK8mMSk4iISFuo8Gmn0qZMoeOSJaQ7x05gyOBj2bS5nIqK7VHdzuOPPstx2R0oPGU0y1JS2VzYg9TC7hR270ZR9wIeqq3lkfp6NgFrgHnARuDcXbVkZ2bqaI+IiMQVfSu1V8XF5JSVcXLNLhYBDrh21lR+87tHo7aJhoYG0hYupO+cf2N1xVbSO3diEjAKGAIMS0nhms6dOW5LOatqd1MDXOQcJ9XXs6m8nD4FXaMWi4iISDTEbeFjZjPN7FUz225mzsyKm2nTxcweMbMd/vSImeUFH204sgu6Ur1xI8OB5UB+fi7HDx/Ikv9dEZX1P/v8ck7o1ondxcUsy8ri/LQDxw+ZGcf17sng7TvI3biJzzZtZvPWSo7o1k1He0REJO7E8zdTR+BFYPZ3tHkMGA6c6U/DgUdiHlmcSDnrLLKXLWNQQwMlQDlw3uRTeenVd9ixo/qw17/uhZfoPWYEj1dVc3ZmBmkttDMzjurZgwFFvRlQ1Ju+hd3p3DHrsLcvIiISbXFb+Djn7nTO3QK80dz7ZjYQr9iZ6Zxb4ZxbAVwOnG1m/QMMNTzDhtF9wwY+LynlHOAZYB/wT/94EXN/u+CwVr36g085vbqUb8ZPYE9qCgPTWip7RERE2o+4LXwOwQigGngrYt6bQA0wMpSIgmZGWkY6Hc3YubOKU4FFQEG3Lvxg2ACWvvR2m1f9xNMvM6RnFxZ1ymF6dnbUQhYREQlTey58CoFyF/F4cv/nMv+9A/jjhlaZ2ary8vKAwoyxKVMoevUVSisrOaKhgYHA48A5k0/lxZdXUlNT2+pVlpRW0K9+F7UDBpC9t4Gs1NSohy0iIhKGQAsfM5vjD1T+rmlcrLbvnHvAOXe8c+74bt26xWozwRo+HPvgA/oVFvLXzaV8DzgRWABcPesC7n3gyVavcv7CxUxNq+WFs8ZzSooeNSEiIokj6Ds33wksPEibrw9xXaVANzOz/Ud9zHuWQnf/veQxdiyZb6+g8/cHU1q5nb5d8sgEXuhTSINzrXqIaU1NLbtqd5O1Zxebc3I4P0enuUREJHEEesTHOVfhnPv0INOuQ1zdCiAHb6zPfiOAbBqP+0l8EybA4sX06ppP7Z46SrZV0hP4EdDvqqncc/+hH/V5aMGzXD5yEBuOPZb+tbW6JF1ERBJK3H6rmVmhmQ0FjvVnDTKzoWaWD+Cc+wRYAtxvZiPMbARwP7DYObculKDDkpIC/frB+vX0LexOw759fFVWzpFAdkY6vUYOYeW7aw66mpqaWraUbaNo1QpenzCBoenpsY9dREQkQHFb+ABXAO8D+29F/Lz/elJEm2nAh8BSf/oQ+PsAY4wf06fDQu8sYlFBVzLT0vi8pJQzgawzRrHwzy8TMQ68WQ8+/AyX/mQy1du2kZKeQffczgEELiIiEpy4LXycc7Odc9bMND+iTaVzbrpzrrM/TXfObQ8v6hBlZ0NGBmzbBkCPLnl0zMigrHI755jR58qpPPRwyw8xramppbxiO30rNvPRkCEcV1NDqk5ziYhIgtE3WyKZMQPuu+/blz3zu1BZVU2n+npGFfVgY0Eeb7/zUbOLekd7JlG/aBGfTpxIYceOQUUtIiISGBU+iaRXL29avvzbWf16eZe5j3SOIyaM4fH/eYOS0opGi9XU1FJWXklxXjbrsrIYXFVD97zcoKMXERGJORU+iWbGDHj6aaisBCCtQwd65OWyaes2zjVjyI2XMefXf6Kurp49e+p4fNFL/Mvs+5g5YwrbH3uM0mnTyN67V6e5REQkIQV9Hx+JNTP45S9hzhy4/XYwoyC3M+s2bqLrnjqKM9LpfcM/cMU1t1LUuzuTxo/hb8/5IQb8ZcMGju2ST3YH7RYiIpKY9A2XiPLzYdIkePhhuPhiAI7uWci6jZsZc2Qf/lRYwO9//ysyIhZZ9+abZI4cSVVVNX2OKAolbBERkVjT+YxENXYsbN8Or78OQIfUVApyO7GlcjuTgfnAWrwnutYDuxcvJm/0GApyO+HdAFtERCTxqPBJZNdc4w10XrkSgB55eWzdWUVeQwMX4hU8LwFPVlRQnJdHeXUN3XM1qFlERBKXCp9EZgY33ggvvADvvw/AUYU9+KJ0C52BocDk+nouvOUW9p1zLl1ysnW0R0REEpoKn0RnBjfdBE88Aa+8QlZ6GmmpHdi5qxaqquC66+Cqq9ickUnP/C5hRysiIhJTKnySQUqKd5VXdTVcfz1HrlxBycefUHn1T/nispl8mZ1D545ZOtojIiIJT1d1JYuUFO9Kr4kTSXntNfr/eRHcdy+dMjPZtaeOnKzMsCMUERGJORU+ycYMxo3zJrwdoHPHrDAjEhERCYxOdYmIiEjSUOEjIiIiSUOFj4iIiCQNFT4iIiKSNMw5F3YMoTCzKmBd2HHEkQKgIuwg4ojy0ZjycSDlpDHlozHl40D9nXOdwg4ima/qWuecOz7sIOKFma1SPv6f8tGY8nEg5aQx5aMx5eNAZrYq7BhAp7pEREQkiajwERERkaSRzIXPA2EHEGeUj8aUj8aUjwMpJ40pH40pHweKi5wk7eBmERERST7JfMRHREREkowKHxEREUkaCVn4mNksM9tgZrvN7D0zG32Q9mP9drvN7AszuyKoWIPSmpyYWU8ze8zMPjWzBjObH2CogWhlPs41sxfNrNzMqsxspZlNCjLeWGtlPsaa2VtmttXMav395Pog4w1Caz9HIpY72cz2mtmaWMcYpFbuI+PMzDUzDQgy5lhqw/dMupnd7C+zx8y+NrOfBRVvrLVy/5jfwv5RE0iwzrmEmoALgHrgMmAg8DugGjiihfZ9gRq/3UB/uXrgvLD7EmJOioG7gYuBt4D5Yfch5HzcBfwzcCLQD7gJaABGh92XkPLxA2Aq8D3/92e6/zs0K+y+hJWTiOW6AF8AS4E1YfcjxH1kHOCAQUBhxJQadl/C2j+ARcA7wGn+Z+zfAOPC7ktI+0duk/2iEPgcmBdIvGEnLAb/ASuBPzaZ9xlwSwvt5wKfNZn3ILAi7L6ElZMm7RYnYOHT5nxEtH8H+E3YfYmjfCwC/jPsvoSdEz8PNwGzE6zwae3n6v7CpyDs2OMkH6cDO5SPFpcf5e8vI4OIN6FOdZlZOt5foy82eetFYGQLi41opv1S4HgzS4tuhMFrY04SVhTz0QmojFZcYYlGPsxsmN/2tehGF4625sTMZgE9gDmxiy54h7mPrDKzEjN72cxOiUmAAWtjPqYA7wI/N7ONZvaZmd1tZjmxizQYUfpMvQxY65x7K5qxtSShCh+8Z6OkAluazN+CdyitOYUttO/gr6+9a0tOEtlh58PMrgKKgEeiG1oo2pwP/wN8D7AKuM8594fYhBi4VufEzAbjHemZ7pxriG14gWvLPlICXAmcB5yL91zElw91nFSca0s+jgJOBobg5eRq4ExgfmxCDNRhfaaaWS7wY+CP0Q+tecn8rC6RVjOz84DbgAucc1+FHU/IRgM5wEnAXDPb4JxLhGKwVcwsA/hv4Hrn3Iaw44kHzrl1NH4I9AozKwZ+ASwPJahwpeCdypnmnNsBYGZXA0vNrIdzrmnRkEym4+UnsM+ORCt8KvAGnfZoMr8HUNrCMqUttN9LYjxZty05SWRtzoeZnQ8sAC5yzj0Xm/AC1+Z8RHzJf2RmPfDGtSRC4dPanPTEG9A5z8zm+fNSADOzvcB451zT0wDtSbQ+Q1biDYpv79qSjxJg0/6ix/eJ/+8RHHi0pD053P3jMuAp59y2aAfWkoQ61eWcqwPewxs1H+k0vKuTmrOihfarnHP10Y0weG3MScJqaz7M7Md4X+oXO+eejF2EwYri/pECZEQrrjC1ISebgMHA0IjpD8Bf/Z/b9e9ZFPeRoXgFQLvWxny8CfRqMqbnWP/fdn3k+HD2DzM7Ee/0X2CnuYCEvKrrAqAOuBTvr7C78C6rO9J/fwGwIKL9/svZ7/TbX+ovn2iXsx9yTvx5Q/3pdeBZ/+dBYfclpH1kKt6lmtfQ+PLL/LD7ElI+fgqcDRzjT5cAO4Fbw+5LWDlpZvnZJNZVXa3dR67FG9B7DN5tD27BO9Vzbth9CSkfOcA3wBN+PkYBa4Anwu5LGPmIWO5BYH3g8YadsBj9J8wCvgT24FWiYyLeWwYsa9J+LLDab78BuCLsPsRBTlwz05dh9yOMfPivm8vHsqDjjpN8XAusxfuDYYf/uzMLSAm7H2HlpJllZ5NAhU8b9pEb8C5nrgW24Y3rGR92H8LcP4D+eFc67cI7Sngv0CnsfoSYj054xdENQceqh5SKiIhI0kioMT4iIiIi30WFj4iIiCQNFT4iIiKSNFT4iIiISNJQ4SMiIiJJQ4WPiIiIJA0VPiIiIpI0VPiISEyZ2cVmVh3i9ruY2RYzO/oQ27/jP4xWRBKQbmAoIm1mZgf7AHkYuBLvDrVlAYR0ADO7DShwzs04xPYTgTuA/s65fTENTkQCp8JHRNrMzAojXp6N97DBnhHzal3jJ1IHysw64j0eYKJz7o1DXCbVX+YS59zzsYxPRIKnU10i0mbOudL9E7C96Tzn3I6mp7rMbLaZrTGzn5jZl2ZWY2bzzCzdzGaZ2TdmttXM7jCzlIjl0s1srpltNLNdZvaumZ1xkBDH4z1X7c2I9aSZ2d1mttnM9vjbuzWiTw3AC8CFUUmSiMSVDmEHICJJqRiYjHeUqDfwFN6RohLgdGAA8DhewfKUv8w84GhgGrARr6h5zsxOcM592MJ2RgPvucaHtn8GnANMxXuoYhHeAyQjvQP8a5t7JyJxS4WPiIQhFZjhnwZbY2ZLgLFAb+dcHfCJmb0JnAI85Q9MvhAods597a/jHjP7EXA53pOhm3MksLmZeeuB5X5B9DXwVpM2m4HeZtbBObf3sHoqInFFp7pEJAxfNxn7swVY7xc9kfO6+z8PBwz42Myq90/ABLyjQC3JAnY3mTcfGAqsN7N7zWxC5Ck1X62/vcxW9ElE2gEd8RGRMNQ3ee1amJfq/5zivz6hmXa137GdCqBLo5U6t9rMioEzgB/iXXn2oZmdFnEVVz6w2zkX2mX4IhIbKnxEpD14H+8ITKFz7tVWLndx05nOuSrgSeBJM5sPvA30wzsFBvB9YPVhxCsicUqFj4jEPefcejN7FJhvZtfhFSX5wDjgC+fcohYWXQrMNbOuzrmtAGb2c7xB1B/gHT2aBuzEGzC932hgSQy6IiIh0xgfEWkvZuBd2fVr4FNgMTAG+KqlBZxzH+FdoTU1YnYV8At//mq88T5nOed2AZhZb2Ckvy0RSTC6gaGIJDQzOxO4Cxjk36PnYO1vA3KdczNjHpyIBE5HfEQkoTnnlgD34t2v51CUAb+KXUQiEiYd8REREZGkoSM+IiIikjRU+IiIiEjSUOEjIiIiSUOFj4iIiCQNFT4iIiKSNFT4iIiISNL4P4hRplwLe8hhAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 576x302.4 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No projector specified for this dataset. Please consider the method self.add_proj.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x302.4 with 7 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "auditory = epochs['auditory/left'].pick_channels(channels).crop(tmin=0)\n",
    "visual = epochs['visual/left'].pick_channels(channels).crop(tmin=0)\n",
    "\n",
    "fig = auditory.average().plot_joint(title='auditory/left')\n",
    "fig = visual.average().plot_joint(title='visual/left')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we are going to convert the data to a Pandas dataframe and concatenate the two groups of epochs. Next, we are going to average together the EEG channels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>time</th>\n",
       "      <th>condition</th>\n",
       "      <th>epoch</th>\n",
       "      <th>EEG 011</th>\n",
       "      <th>EEG 012</th>\n",
       "      <th>EEG 013</th>\n",
       "      <th>EEG 014</th>\n",
       "      <th>EEG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.000</td>\n",
       "      <td>auditory/left</td>\n",
       "      <td>2</td>\n",
       "      <td>-4.414247</td>\n",
       "      <td>-3.515468</td>\n",
       "      <td>-0.330308</td>\n",
       "      <td>3.829678</td>\n",
       "      <td>-1.107586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.005</td>\n",
       "      <td>auditory/left</td>\n",
       "      <td>2</td>\n",
       "      <td>-2.360910</td>\n",
       "      <td>-0.880196</td>\n",
       "      <td>1.669160</td>\n",
       "      <td>4.023423</td>\n",
       "      <td>0.612870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.010</td>\n",
       "      <td>auditory/left</td>\n",
       "      <td>2</td>\n",
       "      <td>0.815137</td>\n",
       "      <td>2.031109</td>\n",
       "      <td>4.031405</td>\n",
       "      <td>6.675097</td>\n",
       "      <td>3.388187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.015</td>\n",
       "      <td>auditory/left</td>\n",
       "      <td>2</td>\n",
       "      <td>1.605833</td>\n",
       "      <td>2.434812</td>\n",
       "      <td>4.953165</td>\n",
       "      <td>9.598465</td>\n",
       "      <td>4.648069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.020</td>\n",
       "      <td>auditory/left</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.559503</td>\n",
       "      <td>0.475777</td>\n",
       "      <td>3.917993</td>\n",
       "      <td>10.289093</td>\n",
       "      <td>3.530840</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    time      condition  epoch   EEG 011   EEG 012   EEG 013    EEG 014  \\\n",
       "0  0.000  auditory/left      2 -4.414247 -3.515468 -0.330308   3.829678   \n",
       "1  0.005  auditory/left      2 -2.360910 -0.880196  1.669160   4.023423   \n",
       "2  0.010  auditory/left      2  0.815137  2.031109  4.031405   6.675097   \n",
       "3  0.015  auditory/left      2  1.605833  2.434812  4.953165   9.598465   \n",
       "4  0.020  auditory/left      2 -0.559503  0.475777  3.917993  10.289093   \n",
       "\n",
       "        EEG  \n",
       "0 -1.107586  \n",
       "1  0.612870  \n",
       "2  3.388187  \n",
       "3  4.648069  \n",
       "4  3.530840  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat([auditory.to_data_frame(),\n",
    "               visual.to_data_frame()])\n",
    "\n",
    "df[\"EEG\"] = df[channels].mean(axis=1)\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Event-related Attractors\n",
    "\n",
    "Let's visualize the attractors of the averaged events. We will then compute the complexity metrics for each epoch separately. We will re-use the [**delay**](https://neuropsychology.github.io/NeuroKit/functions/complexity.html#complexity-delay) parameters selected above, but this time with a dimension of 2 for easier visualization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Event-related Attractors')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_event = df.groupby([\"time\", \"condition\"], as_index=False).mean()\n",
    "\n",
    "for cond in [\"auditory/left\", \"visual/left\"]:\n",
    "    signal = df_event[df_event[\"condition\"] == cond][\"EEG\"]\n",
    "    attractor = nk.complexity_embedding(signal, delay=delay, dimension=2)\n",
    "    plt.plot(attractor[:, 0], attractor[:, 1], label=cond)\n",
    "plt.legend()\n",
    "plt.xlabel(\"EEG Potential at t\")\n",
    "plt.ylabel(\"EEG Potential at t+27 ms\")\n",
    "plt.title(\"Event-related Attractors\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Compute complexity indices per epoch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>condition</th>\n",
       "      <th>epoch</th>\n",
       "      <th>SVDEn</th>\n",
       "      <th>Hjorth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>auditory/left</td>\n",
       "      <td>2</td>\n",
       "      <td>1.415754</td>\n",
       "      <td>0.576404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>auditory/left</td>\n",
       "      <td>6</td>\n",
       "      <td>1.402700</td>\n",
       "      <td>0.484591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>auditory/left</td>\n",
       "      <td>10</td>\n",
       "      <td>1.442964</td>\n",
       "      <td>0.614160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>auditory/left</td>\n",
       "      <td>14</td>\n",
       "      <td>1.451905</td>\n",
       "      <td>0.588377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>auditory/left</td>\n",
       "      <td>19</td>\n",
       "      <td>1.392537</td>\n",
       "      <td>0.535773</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       condition  epoch     SVDEn    Hjorth\n",
       "0  auditory/left      2  1.415754  0.576404\n",
       "1  auditory/left      6  1.402700  0.484591\n",
       "2  auditory/left     10  1.442964  0.614160\n",
       "3  auditory/left     14  1.451905  0.588377\n",
       "4  auditory/left     19  1.392537  0.535773"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def get_sdvden(x):\n",
    "    rez, _ = nk.entropy_svd(x[\"EEG\"], delay=delay, dimension=3)\n",
    "    return pd.Series({'SVDEn': rez})\n",
    "\n",
    "def get_hjorth(x):\n",
    "    rez, _ = nk.entropy_svd(x[\"EEG\"])\n",
    "    return pd.Series({'Hjorth': rez})\n",
    "\n",
    "\n",
    "results = pd.merge(\n",
    "    df.groupby([\"condition\", \"epoch\"], as_index=False).apply(get_sdvden), \n",
    "    df.groupby([\"condition\", \"epoch\"], as_index=False).apply(get_hjorth)\n",
    ")\n",
    "\n",
    "results.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets' run some t-tests on these indices."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Ttest_indResult(statistic=0.35302017291613746, pvalue=0.7263454874826565)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scipy.stats.ttest_ind(results[results[\"condition\"] == \"auditory/left\"][\"SVDEn\"], \n",
    "                      results[results[\"condition\"] == \"visual/left\"][\"SVDEn\"], \n",
    "                      equal_var=False)\n",
    "\n",
    "scipy.stats.ttest_ind(results[results[\"condition\"] == \"auditory/left\"][\"Hjorth\"], \n",
    "                      results[results[\"condition\"] == \"visual/left\"][\"Hjorth\"], \n",
    "                      equal_var=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can visualize these differences like follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='variable', ylabel='value'>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Standardize\n",
    "results[['SVDEn', 'Hjorth']] = nk.standardize(results[['SVDEn', 'Hjorth']])\n",
    "\n",
    "# Pivot to long format\n",
    "results_long = pd.melt(results, id_vars=['condition', \"epoch\"], value_vars=['SVDEn', 'Hjorth'])\n",
    "\n",
    "# Plot results\n",
    "sns.violinplot(data=results_long, x=\"variable\", y=\"value\", hue=\"condition\", split=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "remove-input"
    ]
   },
   "source": [
    "### Fractal Density\n",
    "\n",
    "**Note: this index is totally exploratory and is mentioned here as part of a WIP development.**\n",
    "\n",
    "Now, we will average the signal of those 4 channels for each epoch and store them in a dictionary. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "tags": [
     "remove-input",
     "remove-output"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DFD1 = 3.6429166278550635, DFD2 = 3.166004080140921\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "epochs_auditory = {str(i + 1): pd.DataFrame({\"Signal\": epoch.mean(axis=0)}) for i, epoch in enumerate(auditory)}\n",
    "epochs_visual = {str(i + 1): pd.DataFrame({\"Signal\": epoch.mean(axis=0)}) for i, epoch in enumerate(visual)}\n",
    "\n",
    "dfd1, _ = nk.fractal_density(epochs_auditory, delay=int(delay), show=True)\n",
    "dfd2, _ = nk.fractal_density(epochs_visual, delay=int(delay), show=True)\n",
    "\n",
    "print(f\"DFD1 = {dfd1}, DFD2 = {dfd2}\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.7 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  },
  "vscode": {
   "interpreter": {
    "hash": "11938c6bc6919ae2720b4d5011047913343b08a43b18698fd82dedb0d4417594"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
